No. roi02_1 roi03_1 (cm) C D 0 300 300.000000 300.000000 1 246 275.192055 280.374496 2 230 262.017084 258.766269 3 240 252.070037 245.781064 4 250 262.736745 253.822697 5 274 259.145628 262.079083 6 300 275.115304 276.999948 7 340 275.192055 280.374496 8 360 380.488150 363.567543 9 364 366.833462 377.891810 10 346 362.604613 375.056438 11 300 382.251304 373.202526 12 260 275.192055 280.374496 13 242 252.978250 269.925906 14 230 263.097210 255.461578 15 238 252.070037 245.781064 16 270 261.733158 252.195052 17 345 264.811102 275.691842 18 400 382.609118 371.896922 19 444 365.159753 356.953668 20 466 433.852426 437.134110 21 452 453.192133 449.600279 22 420 443.081049 442.659740 23 370 393.834902 397.672428 24 320 358.366916 368.641232 25 290 284.409057 313.536360 26 250 300.195797 277.572595 27 230 259.145628 262.079083 28 212 252.070037 245.781064 29 236 224.866095 231.101216 30 256 260.101943 250.578627 31 340 254.274515 266.923792 32 410 380.488150 363.567543 33 408 375.958418 374.536333 34 376 373.098687 370.324973 35 330 356.793765 361.249587 36 280 347.635451 340.034688 37 250 291.245315 277.808060 38 214 259.145628 262.079083 39 198 226.723429 232.804649 40 230 219.078475 218.342472 41 280 252.070037 245.781064 Ketinggian Muka Air Hasil Pengamatan
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No.roi02_1 roi03_1 roi04_1
(cm) C D E0 300 300.000000 300.000000 300.0000001 246 275.192055 280.374496 293.0372292 230 262.017084 258.766269 255.6227263 240 252.070037 245.781064 249.1745184 250 262.736745 253.822697 253.5551485 274 259.145628 262.079083 256.8603746 300 275.115304 276.999948 265.7790057 340 275.192055 280.374496 293.0372298 360 380.488150 363.567543 358.2975079 364 366.833462 377.891810 366.030822
10 346 362.604613 375.056438 365.83298511 300 382.251304 373.202526 362.67405112 260 275.192055 280.374496 293.03722913 242 252.978250 269.925906 259.88542714 230 263.097210 255.461578 254.28075315 238 252.070037 245.781064 249.17451816 270 261.733158 252.195052 252.78573017 345 264.811102 275.691842 263.72084218 400 382.609118 371.896922 362.08702319 444 365.159753 356.953668 371.12043620 466 433.852426 437.134110 427.64314221 452 453.192133 449.600279 456.06525922 420 443.081049 442.659740 438.87130723 370 393.834902 397.672428 392.43713424 320 358.366916 368.641232 365.18041325 290 284.409057 313.536360 329.48503226 250 300.195797 277.572595 279.22383727 230 259.145628 262.079083 256.86037428 212 252.070037 245.781064 249.17451829 236 224.866095 231.101216 236.94863730 256 260.101943 250.578627 251.96745331 340 254.274515 266.923792 258.64604932 410 380.488150 363.567543 358.29750733 408 375.958418 374.536333 380.13435434 376 373.098687 370.324973 378.03724735 330 356.793765 361.249587 364.58499136 280 347.635451 340.034688 346.33199337 250 291.245315 277.808060 269.71455638 214 259.145628 262.079083 256.86037439 198 226.723429 232.804649 238.63137640 230 219.078475 218.342472 222.63067241 280 252.070037 245.781064 249.174518
Ketinggian Muka Air Hasil Pengamatan
42 390 291.245315 277.808060 269.71455643 440 360.053036 350.937552 366.00633144 460 428.370023 433.218920 421.76397845 448 449.780964 446.633014 449.12479646 420 438.769098 440.206367 433.36183447 364 393.834902 397.672428 392.43713448 318 362.604613 375.056438 365.83298549 280 273.255481 308.608824 325.75574150 240 291.245315 277.808060 269.71455651 217 262.736745 253.822697 253.55514852 200 230.283484 235.313204 240.99463153 230 219.768015 220.258608 224.95707654 250 252.070037 245.781064 249.17451855 290 259.145628 262.079083 256.86037456 360 300.195797 277.572595 279.22383757 380 366.833462 377.891810 366.03082258 388 356.990296 356.756084 364.46568159 354 359.263182 351.264425 365.44078160 300 374.378820 378.940597 365.55628461 250 275.192055 280.374496 293.03722962 180 259.145628 262.079083 256.86037463 182 200.018035 200.015377 197.26376464 227 202.974361 202.114079 200.48362665 290 246.905742 243.394441 247.56340366 335 300.195797 277.572595 279.22383767 438 369.464595 352.676322 353.03286768 452 425.427867 430.884967 418.78268069 442 443.081049 442.659740 438.87130770 424 431.179596 435.294742 424.72011071 396 401.474671 406.699006 398.01236872 364 362.786583 352.992305 368.60224573 300 362.604613 375.056438 365.83298574 258 275.192055 280.374496 293.03722975 210 253.300046 268.457665 259.25485176 196 223.408237 229.370306 235.17807877 220 218.164411 216.396471 220.20780978 246 234.695678 237.774115 243.17068379 350 262.017084 258.766269 255.62272680 450 379.113803 377.128676 364.49454981 464 441.003033 441.495729 436.14531182 464 452.190823 448.569081 453.82596183 400 452.190823 448.569081 453.82596184 270 365.159753 356.953668 371.12043685 224 264.811102 275.691842 263.72084286 202 241.519750 241.000239 245.79375787 186 220.327302 222.143817 227.18795588 178 208.673246 206.285161 206.61914089 200 197.129172 197.913382 193.941932
90 250 219.768015 220.258608 224.95707691 320 259.145628 262.079083 256.86037492 368 284.409057 313.536360 329.48503293 396 359.475698 370.983319 365.41781994 440 362.786583 352.992305 368.60224595 450 428.370023 433.218920 421.76397896 400 441.003033 441.495729 436.14531197 315 365.159753 356.953668 371.12043698 270 260.435781 301.732051 320.06709499 235 264.811102 275.691842 263.720842
100 208 259.065157 249.774307 251.538520101 222 222.305614 227.610162 233.318119102 250 238.010496 239.393575 244.520981103 336 259.145628 262.079083 256.860374104 460 372.511112 355.023846 354.203992105 478 449.780964 446.633014 449.124796106 490 457.890136 457.576530 467.945596107 470 466.081620 469.719722 477.333932108 420 454.884857 451.871848 460.319666109 330 393.834902 397.672428 392.437134110 265 347.635451 340.034688 346.331993111 206 255.948354 273.197264 261.622115112 184 221.487866 225.819497 231.367311113 174 205.892893 204.205316 203.601934114 200 191.963459 193.717268 186.990891115 345 219.768015 220.258608 224.957076116 410 382.609118 371.896922 362.087023117 450 375.958418 374.536333 380.134354118 474 441.003033 441.495729 436.145311119 480 456.354370 454.506530 464.277433120 425 458.785372 459.289326 469.674351121 370 403.352566 408.848427 399.446749122 300 358.366916 368.641232 365.180413123 240 275.192055 280.374496 293.037229124 204 262.736745 253.822697 253.555148125 190 220.863583 223.997494 229.324329126 230 213.483244 210.396348 212.352283127 350 252.070037 245.781064 249.174518128 466 379.113803 377.128676 364.494549129 494 453.192133 449.600279 456.065259130 510 470.827321 474.754305 479.975427131 508 500.814106 499.240649 488.548552132 480 496.247965 495.841566 487.629603133 407 458.785372 459.289326 469.674351134 330 371.802058 368.324857 377.041253135 270 347.635451 340.034688 346.331993136 210 264.811102 275.691842 263.720842137 180 223.408237 229.370306 235.178078
138 170 200.018035 200.015377 197.263764139 210 188.211932 189.563032 179.627881140 335 223.408237 229.370306 235.178078141 420 369.464595 352.676322 353.032867142 444 393.834902 397.672428 392.437134143 458 433.852426 437.134110 427.643142144 466 448.348390 445.688083 446.664931145 420 453.192133 449.600279 456.065259146 340 393.834902 397.672428 392.437134147 270 380.488150 363.567543 358.297507148 215 264.811102 275.691842 263.720842149 180 227.807819 233.646732 239.440345150 183 200.018035 200.015377 197.263764151 230 204.444818 203.160882 202.055447152 370 252.070037 245.781064 249.174518153 470 358.366916 368.641232 365.180413154 496 454.884857 451.871848 460.319666155 512 473.643166 477.447713 481.214065156 500 505.556551 502.723538 489.429743157 450 480.143954 483.169599 483.537798158 380 441.003033 441.495729 436.145311159 290 356.990296 356.756084 364.465681160 220 300.195797 277.572595 279.223837161 174 234.695678 237.774115 243.170683162 164 191.963459 193.717268 186.990891163 194 186.365471 183.497315 167.806309164 225 216.952656 214.422105 217.687633165 266 243.313644 241.799937 246.401890166 350 257.262938 273.765954 262.007384167 426 379.113803 377.128676 364.494549168 460 405.210884 410.944393 400.894404169 456 449.780964 446.633014 449.124796170 390 446.755228 444.728113 444.134397171 248 360.053036 350.937552 366.006331172 208 260.740315 260.424657 256.251265173 194 222.305614 227.610162 233.318119174 184 216.952656 214.422105 217.687633175 234 205.892893 204.205316 203.601934176 288 257.892255 248.972292 251.095648177 380 301.252493 277.592552 276.988302178 445 356.990296 356.756084 364.465681179 474 435.136136 437.972868 429.089965180 510 510.000000 510.000000 510.000000181 500 500.814106 499.240649 488.548552182 470 480.143954 483.169599 483.537798183 404 454.884857 451.871848 460.319666184 312 368.460079 362.836531 374.273495185 240 253.443605 295.614425 314.353121
186 190 262.736745 253.822697 253.555148187 180 213.483244 210.396348 212.352283188 236 200.018035 200.015377 197.263764189 276 260.101943 250.578627 251.967453190 344 280.709784 277.414647 266.966366191 408 382.743323 370.466307 361.444376192 452 373.098687 370.324973 378.037247193 442 443.081049 442.659740 438.871307194 415 431.179596 435.294742 424.720110195 368 384.391768 385.914877 385.942412196 320 359.475698 370.983319 365.417819197 246 284.409057 313.536360 329.485032198 230 262.017084 258.766269 255.622726199 242 252.070037 245.781064 249.174518200 280 263.097210 255.461578 254.280753201 350 291.245315 277.808060 269.714556202 405 379.113803 377.128676 364.494549203 465 369.483925 364.573615 375.158642204 500 452.706757 449.077540 454.954945205 510 480.143954 483.169599 483.537798206 460 500.814106 499.240649 488.548552207 405 449.780964 446.633014 449.124796208 290 369.483925 364.573615 375.158642209 240 300.195797 277.572595 279.223837210 207 262.736745 253.822697 253.555148211 192 221.866423 226.718707 232.354157212 210 215.397307 212.421293 215.069363213 300 223.408237 229.370306 235.178078214 370 275.192055 280.374496 293.037229215 410 358.366916 368.641232 365.180413216 424 375.958418 374.536333 380.134354217 418 401.474671 406.699006 398.012368218 400 390.004133 392.989177 389.767432219 320 365.159753 356.953668 371.120436220 244 284.409057 313.536360 329.485032221 228 262.836669 257.110385 254.967991222 190 248.672813 244.190200 248.117531223 200 213.483244 210.396348 212.352283224 250 219.768015 220.258608 224.957076225 336 259.145628 262.079083 256.860374226 410 372.511112 355.023846 354.203992227 456 375.958418 374.536333 380.134354228 488 446.755228 444.728113 444.134397229 510 464.139793 467.384159 475.926813230 480 500.814106 499.240649 488.548552231 428 458.785372 459.289326 469.674351232 330 408.859609 414.959047 403.823660233 280 347.635451 340.034688 346.331993
234 254 291.245315 277.808060 269.714556235 234 255.711442 265.340154 258.049779236 222 257.892255 248.972292 251.095648237 246 238.010496 239.393575 244.520981238 290 262.017084 258.766269 255.622726239 355 300.195797 277.572595 279.223837240 390 373.096157 379.068212 365.718688241 396 360.053036 350.937552 366.006331242 380 362.786583 352.992305 368.602245243 345 356.990296 356.756084 364.465681244 290 382.609118 371.896922 362.087023245 250 300.195797 277.572595 279.223837246 214 259.145628 262.079083 256.860374247 202 226.723429 232.804649 238.631376248 216 220.327302 222.143817 227.187955249 260 228.995431 234.482804 240.228017250 330 252.978250 269.925906 259.885427251 380 347.635451 340.034688 346.331993252 435 356.990296 356.756084 364.465681253 474 420.774091 426.864019 414.282641254 486 456.354370 454.506530 464.277433255 474 462.465737 465.172553 474.459309256 435 456.354370 454.506530 464.277433257 350 420.774091 426.864019 414.282641258 306 379.113803 377.128676 364.494549259 273 256.977412 286.089029 303.227250260 254 272.375690 276.733158 265.227068261 240 255.711442 265.340154 258.049779262 250 262.736745 253.822697 253.555148263 290 259.145628 262.079083 256.860374264 336 300.195797 277.572595 279.223837265 366 372.511112 355.023846 354.203992266 374 360.890657 373.144180 365.642153267 362 357.042901 363.700335 364.745245268 338 364.597326 376.657723 365.969524269 300 377.308327 359.478312 356.369661270 274 275.192055 280.374496 293.037229271 250 275.115304 276.999948 265.779005272 240 259.145628 262.079083 256.860374273 250 262.736745 253.822697 253.555148274 270 259.145628 262.079083 256.860374275 310 264.811102 275.691842 263.720842276 348 252.200961 292.019231 310.577600277 384 380.972762 375.428314 363.686658278 420 357.898895 353.267660 364.716483279 450 393.834902 397.672428 392.437134280 430 441.003033 441.495729 436.145311281 395 412.406497 418.714655 406.788495
282 360 362.282628 352.323974 368.072373283 326 366.833462 377.891810 366.030822284 296 323.477730 329.324942 340.055254285 278 288.204962 278.456022 286.992965286 274 286.195207 277.678597 268.274534287 278 275.115304 276.999948 265.779005288 294 286.195207 277.678597 268.274534289 314 293.517078 277.947761 284.226177290 328 257.420569 299.601598 318.160384291 334 336.121412 334.706731 343.285670292 334 365.973502 350.258192 351.803822293 316 365.973502 350.258192 351.803822294 305 264.107747 303.947200 321.971015295 290 259.378933 284.875558 301.448925296 280 300.195797 277.572595 279.223837297 272 291.245315 277.808060 269.714556298 268 269.723405 276.426112 264.701032299 268 260.603841 274.801907 262.826801300 286 286.000000 286.000000 286.000000301 316 300.753018 277.675879 274.925908302 360 264.107747 303.947200 321.971015303 396 366.833462 377.891810 366.030822304 418 362.786583 352.992305 368.602245305 422 390.004133 392.989177 389.767432306 412 397.672417 402.259926 395.189341307 382 379.141162 378.975481 382.365094308 356 357.372277 354.853848 364.537824309 328 371.806626 379.070021 365.844482310 294 336.121412 334.706731 343.285670311 276 293.517078 277.947761 284.226177312 264 280.709784 277.414647 266.966366313 258 254.878366 272.597269 261.251285314 266 253.300046 268.457665 259.254851315 295 257.262938 273.765954 262.007384316 320 290.999626 278.169443 285.587676317 338 284.409057 313.536360 329.485032318 348 377.308327 359.478312 356.369661319 344 380.972762 375.428314 363.686658320 330 382.743323 370.466307 361.444376321 312 347.635451 340.034688 346.331993322 286 253.443605 295.614425 314.353121323 262 300.753018 277.675879 274.925908324 248 253.467301 271.311573 260.547507325 238 260.740315 260.424657 256.251265326 248 261.733158 252.195052 252.785730327 280 260.740315 260.424657 256.251265328 330 291.245315 277.808060 269.714556329 380 347.635451 340.034688 346.331993
330 402 356.990296 356.756084 364.465681331 420 366.663497 359.671155 372.618556332 428 393.834902 397.672428 392.437134333 414 408.859609 414.959047 403.823660334 392 382.589494 383.575614 384.720734335 368 360.898142 351.104924 366.718098336 325 359.475698 370.983319 365.417819337 274 316.886409 326.635313 338.377524338 250 275.115304 276.999948 265.779005339 232 259.145628 262.079083 256.860374340 250 255.181669 247.374014 250.165998341 265 259.145628 262.079083 256.860374342 310 255.948354 273.197264 261.622115343 340 252.200961 292.019231 310.577600344 370 380.488150 363.567543 358.297507345 360 358.366916 368.641232 365.180413346 336 366.833462 377.891810 366.030822347 304 372.511112 355.023846 354.203992348 270 262.131250 283.769177 299.699645349 240 264.811102 275.691842 263.720842350 226 262.736745 253.822697 253.555148351 250 245.114110 242.597845 246.991650352 315 259.145628 262.079083 256.860374353 354 260.435781 301.732051 320.067094354 390 374.378820 378.940597 365.556284355 420 360.053036 350.937552 366.006331356 452 393.834902 397.672428 392.437134357 462 443.081049 442.659740 438.871307358 445 451.058548 447.586287 451.512220359 390 435.136136 437.972868 429.089965
327.288888888889 325.93075708546 326.445063004803 326.5852112708rerata ^ rerata ^ rerata ^ rerata ^
roi05_1 roi0503_1 roi0504_1 roi0504_5 roi0504_10 roi0504_100
F G H I J K300.000000 300.000000 300.000000 300.000000 300.000000 300.000000303.318842 303.347901 302.715699 302.709063 302.700934 302.550628255.037070 255.054942 255.325285 255.326035 255.326996 255.344142242.479130 242.479325 243.081485 243.085711 243.090983 243.188049250.279689 250.290337 250.707346 250.709586 250.712396 250.763791258.253290 258.276163 258.439783 258.439471 258.439116 258.431907278.641248 278.687654 278.224935 278.218866 278.211388 278.072700303.318842 303.347901 302.715699 302.709063 302.700934 302.550628342.588107 342.522804 343.334998 343.340537 343.347569 343.476018359.304529 359.234766 360.444749 360.453375 360.464186 360.661746362.290495 362.226824 363.378645 363.386928 363.397295 363.586515347.913061 347.840601 348.871190 348.878366 348.887423 349.053047303.318842 303.347901 302.715699 302.709063 302.700934 302.550628266.494254 266.529208 266.415021 266.412034 266.408366 266.339902251.857579 251.870577 252.240956 252.242718 252.244934 252.285328242.479130 242.479325 243.081485 243.085711 243.090983 243.188049248.708695 248.717066 249.177975 249.180671 249.184046 249.245921275.089386 275.133570 274.760018 274.754694 274.748134 274.626343347.043139 346.971558 347.970194 347.977131 347.985892 348.146094386.070669 386.120015 385.231555 385.226639 385.220423 385.103854422.127626 422.175664 421.201105 421.195620 421.188784 421.066282447.187731 447.170157 447.334381 447.335610 447.337183 447.368136430.703578 430.728531 430.150200 430.147088 430.143230 430.075511400.341716 400.424229 398.867518 398.858410 398.846987 398.637333366.566866 366.516431 367.485103 367.492223 367.501111 367.662841323.381610 323.362599 323.274739 323.273204 323.271446 323.238403293.527277 293.570145 292.899465 292.892060 292.882954 292.714514258.253290 258.276163 258.439783 258.439471 258.439116 258.431907242.479130 242.479325 243.081485 243.085711 243.090983 243.188049228.606551 228.594862 229.220718 229.225928 229.232409 229.352086247.143855 247.150034 247.651760 247.654886 247.658794 247.730549263.159843 263.190142 263.187240 263.185308 263.182947 263.138618342.588107 342.522804 343.334998 343.340537 343.347569 343.476018392.868041 392.941050 391.580858 391.572952 391.563010 391.379013391.463035 391.532348 390.246210 390.238769 390.229404 390.055748370.636051 370.602995 371.284862 371.290123 371.296667 371.414924333.211691 333.166606 333.527339 333.529423 333.532169 333.581881284.097537 284.145147 283.572575 283.565669 283.557161 283.399581258.253290 258.276163 258.439783 258.439471 258.439116 258.431907230.146875 230.136065 230.784569 230.789873 230.796473 230.918320217.772287 217.756834 218.005881 218.008808 218.012440 218.079554242.479130 242.479325 243.081485 243.085711 243.090983 243.188049
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252.202089 252.363246 253.029353 253.241066 253.341818 253.311800209.675727 209.611608 208.914146 209.226519 209.091900 209.225428201.150561 201.024346 200.002235 200.202953 200.022222 200.157949248.808715 248.959252 249.539545 249.794729 249.876218 249.864126282.654404 282.824134 283.947978 283.665912 283.924315 283.759639340.560860 340.339233 340.051118 339.592797 339.721845 339.656299397.017943 396.746686 395.376648 394.879455 394.351535 394.419552436.168911 436.210125 436.021065 435.949650 435.627219 435.612633427.270037 427.228167 426.675107 426.411460 425.952006 425.952994403.243974 403.010621 401.741765 401.248840 400.691221 400.749299361.566356 361.233982 360.159770 359.754970 359.629157 359.655092319.901876 319.850466 320.389530 319.840303 320.118967 319.966194257.288458 257.462316 258.246366 258.385050 258.514554 258.457807243.715164 243.846783 244.288638 244.599738 244.652347 244.666774253.898046 254.063879 254.770794 254.959126 255.069491 255.030516286.030329 286.190142 287.320090 286.987047 287.258567 287.085304345.782444 345.524465 345.018306 344.583527 344.656522 344.615596394.350533 394.065012 392.664452 392.170146 391.660487 391.731440447.736118 447.891082 448.229301 448.502096 448.445930 448.429047478.870293 479.348799 481.295013 482.989960 484.131904 484.288967487.763950 488.337156 490.772268 492.987808 494.588683 494.859812443.287394 443.397985 443.527206 443.655030 443.484591 443.465543394.350533 394.065012 392.664452 392.170146 391.660487 391.731440294.470073 294.595208 295.691309 295.249570 295.546468 295.359885252.202089 252.363246 253.029353 253.241066 253.341818 253.311800224.156941 224.188272 224.012343 224.410070 224.353886 224.454343211.380228 211.328057 210.694110 211.023385 210.897962 211.029403226.710543 226.757086 226.668273 227.067431 227.025224 227.116636302.918814 302.995810 303.982799 303.466754 303.775555 303.588082363.329330 362.992533 361.868201 361.462183 361.312626 361.344700398.796545 398.535482 397.190164 396.692497 396.154173 396.219766411.251604 411.075185 409.992777 409.534190 408.968794 409.009276405.912929 405.697612 404.484224 403.998759 403.434509 403.487210389.906472 389.600115 388.166822 387.682100 387.209321 387.283148319.901876 319.850466 320.389530 319.840303 320.118967 319.966194255.593504 255.763575 256.509823 256.673785 256.793737 256.745844242.016431 242.140996 242.534313 242.861317 242.904326 242.927391209.675727 209.611608 208.914146 209.226519 209.091900 209.225428218.196146 218.189948 217.804602 218.183182 218.094587 218.212673260.676827 260.856862 261.711684 261.797450 261.945907 261.871754333.634095 333.466736 333.471912 332.978038 333.170896 333.073111398.796545 398.535482 397.190164 396.692497 396.154173 396.219766439.728231 439.803857 439.771265 439.794410 439.543229 439.525320468.196962 468.562757 469.935750 471.068055 471.724046 471.784994487.763950 488.337156 490.772268 492.987808 494.588683 494.859812461.080732 461.372220 462.373942 463.172837 463.547203 463.566669414.811091 414.662473 413.681157 413.250290 412.693718 412.725339328.466069 328.341942 328.559680 328.040326 328.272057 328.151655
286.030329 286.190142 287.320090 286.987047 287.258567 287.085304264.063134 264.247409 265.166149 265.196473 265.363594 265.272607247.111319 247.255936 247.791327 248.066456 248.138311 248.135133236.917764 237.019091 237.260261 237.626009 237.640355 237.688372257.288458 257.462316 258.246366 258.385050 258.514554 258.457807294.470073 294.595208 295.691309 295.249570 295.546468 295.359885350.150080 349.865683 349.185024 348.765585 348.787245 348.766411381.026954 380.691251 379.263961 378.809058 378.429752 378.501001386.353064 386.032894 384.590347 384.116432 383.678254 383.752425372.164861 371.818424 370.495307 370.071206 369.803067 369.860150341.429580 341.201589 340.876761 340.422656 340.542822 340.481384294.470073 294.595208 295.691309 295.249570 295.546468 295.359885260.676827 260.856862 261.711684 261.797450 261.945907 261.871754230.114289 230.180220 230.204850 230.599715 230.576240 230.654368219.899552 219.904351 219.579667 219.965994 219.886634 220.000213231.815680 231.890898 231.971011 232.361122 232.347057 232.418066269.138772 269.325596 270.326231 270.270429 270.464738 270.350019328.466069 328.341942 328.559680 328.040326 328.272057 328.151655372.164861 371.818424 370.495307 370.071206 369.803067 369.860150421.040531 420.943640 420.163051 419.801532 419.280197 419.295966455.743161 455.979524 456.710065 457.282509 457.469085 457.468049466.417959 466.765103 468.044351 469.090040 469.672350 469.721323455.743161 455.979524 456.710065 457.282509 457.469085 457.468049421.040531 420.943640 420.163051 419.801532 419.280197 419.295966345.782444 345.524465 345.018306 344.583527 344.656522 344.615596307.998213 308.040538 308.924563 308.382710 308.690708 308.508749280.121936 280.297607 281.409990 281.168245 281.415904 281.258794264.063134 264.247409 265.166149 265.196473 265.363594 265.272607252.202089 252.363246 253.029353 253.241066 253.341818 253.311800260.676827 260.856862 261.711684 261.797450 261.945907 261.871754294.470073 294.595208 295.691309 295.249570 295.546468 295.359885333.634095 333.466736 333.471912 332.978038 333.170896 333.073111359.804977 359.477844 358.456882 358.052389 357.950157 357.969625366.859683 366.516531 365.301952 364.890921 364.693678 364.736950356.287380 355.973137 355.067350 354.660660 354.604835 354.610478335.361918 335.180525 335.112918 334.628023 334.806178 334.716292302.918814 302.995810 303.982799 303.466754 303.775555 303.588082280.966156 281.139989 282.256830 282.001473 282.252793 282.093058260.676827 260.856862 261.711684 261.797450 261.945907 261.871754252.202089 252.363246 253.029353 253.241066 253.341818 253.311800260.676827 260.856862 261.711684 261.797450 261.945907 261.871754277.588822 277.769156 278.864437 278.664403 278.900640 278.751999311.390815 311.407952 312.207878 311.656706 311.960423 311.784572344.039471 343.793097 343.358887 342.916779 343.009177 342.960069375.707072 375.362554 373.986012 373.550434 373.236370 373.300496407.692391 407.489639 406.317023 405.838669 405.272192 405.321011434.389197 434.413435 434.148319 434.033425 433.678915 433.666702416.590902 416.456686 415.529750 415.115911 414.566781 414.593867
385.465017 385.141814 383.699363 383.228451 382.799547 382.873521354.531350 354.224718 353.380466 352.971266 352.938138 352.936477325.033296 324.938405 325.290657 324.756840 325.010032 324.875747299.537388 299.635170 300.675130 300.184232 300.490119 300.301481284.342441 284.507498 285.635734 285.327738 285.592883 285.423693280.966156 281.139989 282.256830 282.001473 282.252793 282.093058284.342441 284.507498 285.635734 285.327738 285.592883 285.423693297.847756 297.955179 299.016938 298.540940 298.844419 298.655959314.789686 314.780228 315.484142 314.929664 315.225893 315.057995326.748455 326.638938 326.924801 326.397877 326.640787 326.513305331.908857 331.755756 331.832915 331.330218 331.536915 331.431390331.908857 331.755756 331.832915 331.330218 331.536915 331.431390316.491782 316.468578 317.120214 316.566200 316.857434 316.694169307.150922 307.199298 308.102432 307.563886 307.872473 307.689286294.470073 294.595208 295.691309 295.249570 295.546468 295.359885286.030329 286.190142 287.320090 286.987047 287.258567 287.085304279.277644 279.455012 280.562308 280.334331 280.578254 280.423869275.899646 276.082385 277.163250 276.991610 277.219897 277.077373286.000000 286.000000 286.000000 286.000000 286.000000 286.000000291.093788 291.234469 292.352826 291.950908 292.239068 292.056363316.491782 316.468578 317.120214 316.566200 316.857434 316.694169354.531350 354.224718 353.380466 352.971266 352.938138 352.936477386.353064 386.032894 384.590347 384.116432 383.678254 383.752425405.912929 405.697612 404.484224 403.998759 403.434509 403.487210409.471955 409.282176 408.153254 407.683830 407.116952 407.161686400.575373 400.325024 399.007823 398.510979 397.963751 398.026576373.935479 373.589596 372.237830 371.808204 371.516915 371.577744351.025283 350.736088 350.021713 349.604756 349.615710 349.598800326.748455 326.638938 326.924801 326.397877 326.640787 326.513305297.847756 297.955179 299.016938 298.540940 298.844419 298.655959282.654404 282.824134 283.947978 283.665912 283.924315 283.759639272.520098 272.705973 273.751094 273.637146 273.848836 273.719590267.447393 267.633888 268.609178 268.582339 268.767716 268.660672274.210082 274.394666 275.458787 275.315880 275.535977 275.399925298.692494 298.795161 299.846409 299.362771 299.667530 299.478917319.901876 319.850466 320.389530 319.840303 320.118967 319.966194335.361918 335.180525 335.112918 334.628023 334.806178 334.716292344.039471 343.793097 343.358887 342.916779 343.009177 342.960069340.560860 340.339233 340.051118 339.592797 339.721845 339.656299328.466069 328.341942 328.559680 328.040326 328.272057 328.151655313.089404 313.093404 313.846778 313.293226 313.593610 313.421512291.093788 291.234469 292.352826 291.950908 292.239068 292.056363270.829669 271.016288 272.040223 271.955348 272.158435 272.036307258.982900 259.160083 259.980344 260.092933 260.231943 260.166434250.505642 250.661696 251.285578 251.519600 251.610725 251.589676258.982900 259.160083 259.980344 260.092933 260.231943 260.166434286.030329 286.190142 287.320090 286.987047 287.258567 287.085304328.466069 328.341942 328.559680 328.040326 328.272057 328.151655
372.164861 371.818424 370.495307 370.071206 369.803067 369.860150391.683823 391.385342 389.962367 389.473191 388.984750 389.057744407.692391 407.489639 406.317023 405.838669 405.272192 405.321011414.811091 414.662473 413.681157 413.250290 412.693718 412.725339402.354397 402.115259 400.829481 400.334874 399.780312 399.840046382.801716 382.470470 381.034165 380.572724 380.172974 380.245663361.566356 361.233982 360.159770 359.754970 359.629157 359.655092324.176618 324.089031 324.473763 323.936792 324.194787 324.057213280.966156 281.139989 282.256830 282.001473 282.252793 282.093058260.676827 260.856862 261.711684 261.797450 261.945907 261.871754245.413464 245.551771 246.041000 246.334789 246.397015 246.402686260.676827 260.856862 261.711684 261.797450 261.945907 261.871754273.365144 273.550442 274.605341 274.476892 274.692812 274.560122311.390815 311.407952 312.207878 311.656706 311.960423 311.784572337.092329 336.897177 336.756250 336.280357 336.442961 336.361103363.329330 362.992533 361.868201 361.462183 361.312626 361.344700354.531350 354.224718 353.380466 352.971266 352.938138 352.936477333.634095 333.466736 333.471912 332.978038 333.170896 333.073111306.303942 306.358263 307.279732 306.744888 307.053878 306.869586277.588822 277.769156 278.864437 278.664403 278.900640 278.751999252.202089 252.363246 253.029353 253.241066 253.341818 253.311800240.317278 240.434435 240.778095 241.119541 241.152971 241.184530260.676827 260.856862 261.711684 261.797450 261.945907 261.871754315.640500 315.624203 316.302323 315.747908 316.041746 315.876112349.275422 348.995992 348.349487 347.927358 347.959587 347.934793381.026954 380.691251 379.263961 378.809058 378.429752 378.501001407.692391 407.489639 406.317023 405.838669 405.272192 405.321011436.168911 436.210125 436.021065 435.949650 435.627219 435.612633445.066915 445.195172 445.407141 445.591080 445.464573 445.445881429.939771 429.922330 429.474023 429.261470 428.837022 428.832461
327.34963672 327.34416737 327.41244407 327.33524632 327.36105384 327.34116378rerata ^ rerata ^ rerata ^ rerata ^ rerata ^ rerata ^
No. ROI EPOCH Korelasi (R)RMSE Error rerata
(m) (%)
1 0.2 1 0.868962403865 0.450579121069 11.80664704872 0.3 1 0.871204485657 0.446519696128 11.713708581373 0.4 1 0.870718629984 0.447248516945 11.808993747664 0.5 1 0.871804559558 0.445408747826 11.857050947765 0.503 1 0.87180089321 0.445414601014 11.857348526656 0.504 1 0.871852684197 0.445330856654 11.868220648287 0.504 5 0.871853139958 0.445330123743 11.868227040558 0.504 10 0.871853699335 0.445329224561 11.868238233279 0.504 100 0.871863767283 0.445313047893 11.86835368407
10 0.504 1000 0.871938395715 0.445195569197 11.8673366261511 0.504 2000 0.87184122286 0.445369936114 11.8539770333712 0.505 1 0.871851160435 0.445333294535 11.8682895288213 0.507 1 0.871848117721 0.445338164086 11.8684190563914 0.51 1 0.871843563999 0.445345455645 11.868593492115 0.53 1 0.871518993513 0.445871265653 11.8447527325216 0.55 1 0.871498419187 0.445905853318 11.849693580917 0.57 1 0.871481792039 0.445933953008 11.8536767503618 0.6 1 0.871469787957 0.445954303701 11.8568411874319 0.7 1 0.871387094965 0.446097034464 11.8842990628220 0.8 1 0.871419683077 0.446040809641 11.8762295628521 0.9 1 0.871408687893 0.446059980015 11.88287777509
22 1.0 1 0.871422445413 0.44603613253 11.87884444538
0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 111.7
11.75
11.8
11.85
11.9
Simulasi 3
ROI
Kes
alah
an R
elat
if (%
)
0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 10.868
0.869
0.87
0.871
0.872
0.873
Simulasi 3Polynomial (Simulasi 3)
ROI
Kor
elas
i, R
0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 10.444
0.446
0.448
0.45
0.452 Simulasi 3Polynomial (Simulasi 3)
ROI
RM
SE (m
)
0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 10.868
0.869
0.87
0.871
0.872
0.873
Simulasi 3Polynomial (Simulasi 3)
ROI
Kor
elas
i, R
0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 10.444
0.446
0.448
0.45
0.452 Simulasi 3Polynomial (Simulasi 3)
ROI
RM
SE (m
)
#REF! #REF! #REF!0 0 R -->0 0 R -->0 0 R -->0 0 R -->
#REF! #REF! #REF!#REF! #REF! #REF!
0 0 R -->#REF! #REF! #REF!#REF! #REF! #REF!
0 0 R -->0 0 R -->0 0 R -->
#REF! #REF! #REF!0 0 R -->0 0 R -->0 0 R -->
0 0 R -->0 0 R -->0 0 R -->
#REF! #REF! #REF!
0.8689624 0.4505791 11.8066470.8712045 0.4465197 11.7137090.8707186 0.4472485 11.8089940.8718046 0.4454087 11.8570510.8718009 0.4454146 11.8573490.8718527 0.4453309 11.8682210.8718531 0.4453301 11.8682270.8718537 0.4453292 11.8682380.8718638 0.445313 11.8683540.8719384 0.4451956 11.8673370.8718412 0.4453699 11.8539770.8718512 0.4453333 11.868290.8718481 0.4453382 11.8684190.8718436 0.4453455 11.8685930.871519 0.4458713 11.844753
0.8714984 0.4459059 11.8496940.8714818 0.445934 11.8536770.8714698 0.4459543 11.8568410.8713871 0.446097 11.8842990.8714197 0.4460408 11.876230.8714087 0.44606 11.8828780.8714224 0.4460361 11.878844
No.roi0503_1
(cm) G (%) (m)0 300 300.000000 0 31 246 303.347901 23.3121549042 2.462 230 255.054942 10.8934529391 2.33 240 242.479325 1.03305210475 2.44 250 250.290337 0.11613479334 2.55 274 258.276163 5.73862665514 2.746 300 278.687654 7.10411534004 37 340 303.347901 10.7800290987 3.48 360 342.522804 4.85477666024 3.69 364 359.234766 1.30913011601 3.64
10 346 362.226824 4.68983344137 3.4611 300 347.840601 15.9468669387 312 260 303.347901 16.6722696401 2.613 242 266.529208 10.1360364658 2.4214 230 251.870577 9.50894671012 2.315 238 242.479325 1.88206934933 2.3816 270 248.717066 7.88256818213 2.717 345 275.133570 20.2511391214 3.4518 400 346.971558 13.2571104387 419 444 386.120015 13.0360326637 4.4420 466 422.175664 9.40436399863 4.6621 452 447.170157 1.06854929666 4.5222 420 430.728531 2.5544120561 4.223 370 400.424229 8.22276446051 3.724 320 366.516431 14.5363847921 3.225 290 323.362599 11.504344569 2.926 250 293.570145 17.4280581832 2.527 230 258.276163 12.2939838978 2.328 212 242.479325 14.3770401186 2.1229 236 228.594862 3.13777015697 2.3630 256 247.150034 3.45701786313 2.5631 340 263.190142 22.5911346455 3.432 410 342.522804 16.4578526773 4.133 408 392.941050 3.69091920231 4.0834 376 391.532348 4.1309434929 3.7635 330 370.602995 12.3039377745 3.336 280 333.166606 18.9880736351 2.837 250 284.145147 13.6580586293 2.538 214 258.276163 20.689795778 2.1439 198 230.136065 16.2303358084 1.9840 230 217.756834 5.32311555893 2.341 280 242.479325 13.4002410531 2.8
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
LLWL skema1a; 190.741493
HHWL skema1a; 511.020393 512
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real =
LLWL real = 164cm
LLWL skema1a = 192,915 cm
42 390 284.145147 27.1422701094 3.943 440 379.665667 13.7123483167 4.444 460 418.143411 9.09925857809 4.645 448 439.905530 1.80680135398 4.4846 420 426.371737 1.51708023528 4.247 364 400.424229 10.0066561824 3.6448 318 362.226824 13.9078061972 3.1849 280 321.368330 14.774403481 2.850 240 284.145147 18.3938110722 2.451 217 250.290337 15.3411691167 2.1752 200 232.446659 16.2233297141 253 230 219.312519 4.64673073373 2.354 250 242.479325 3.00826997944 2.555 290 258.276163 10.93925415 2.956 360 293.570145 18.4527373728 3.657 380 359.234766 5.46453516375 3.858 388 373.240081 3.80410280691 3.8859 354 378.389236 6.88961477419 3.5460 300 354.529978 18.1766594961 361 250 303.347901 21.3391604257 2.562 180 258.276163 43.4867572027 1.863 182 203.598126 11.8671022191 1.8264 227 205.186713 9.60937738917 2.2765 290 240.156908 17.1872732016 2.966 335 293.570145 12.3671207588 3.3567 438 337.913993 22.850686568 4.3868 452 416.189261 7.92272985166 4.5269 442 430.728531 2.55010619103 4.4270 424 420.138925 0.91063101358 4.2471 396 403.654321 1.93290935486 3.9672 364 383.512773 5.3606520334 3.6473 300 362.226824 20.742274569 374 258 303.347901 17.5767058389 2.5875 210 264.852916 26.1204363341 2.176 196 227.052550 15.8431378623 1.9677 220 216.198047 1.72816052957 2.278 246 234.757109 4.57028085221 2.4679 350 255.054942 27.1271594971 3.580 450 351.244488 21.9456692289 4.581 464 428.530292 7.64433361192 4.6482 464 444.713925 4.15648175248 4.6483 400 444.713925 11.1784811671 484 270 386.120015 43.007412953 2.785 224 275.133570 22.827486621 2.2486 202 237.840284 17.7427148233 2.0287 186 220.865310 18.7447904102 1.8688 178 208.351831 17.0515906553 1.7889 200 202.005459 1.00272937882 2
90 250 219.312519 12.274992275 2.591 320 258.276163 19.2886990735 3.292 368 323.362599 12.1297284646 3.6893 396 365.111330 7.80016910525 3.9694 440 383.512773 12.8380060451 4.495 450 418.143411 7.07924210205 4.596 400 428.530292 7.13257301017 497 315 386.120015 22.5777825312 3.1598 270 318.365160 17.9130221121 2.799 235 275.133570 17.0781149069 2.35
100 208 246.368634 18.4464587743 2.08101 222 225.508762 1.58052363937 2.22102 250 236.298116 5.4807535318 2.5103 336 258.276163 23.1320943557 3.36104 460 338.847601 26.3374781135 4.6105 478 439.905530 7.96955440708 4.78106 490 462.577767 5.59637408467 4.9107 470 478.985642 1.91183873389 4.7108 420 452.182148 7.66241629278 4.2109 330 400.424229 21.3406753042 3.3110 265 333.166606 25.7232476144 2.65111 206 270.783063 31.4480890647 2.06112 184 223.963162 21.7191097155 1.84113 174 206.771263 18.8340591763 1.74114 200 198.807779 0.59611045053 2115 345 219.312519 36.4311538225 3.45116 410 346.971558 15.3727906719 4.1117 450 392.941050 12.6797667434 4.5118 474 428.530292 9.59276539226 4.74119 480 457.320571 4.72488114468 4.8120 425 465.248502 9.47023567267 4.25121 370 404.485126 9.32030434438 3.7122 300 366.516431 22.1721437782 3123 240 303.347901 26.3949587768 2.4124 204 250.290337 22.6913416585 2.04125 190 222.415439 17.0607572193 1.9126 230 211.501327 8.04290145065 2.3127 350 242.479325 30.7201928425 3.5128 466 351.244488 24.6256462511 4.66129 494 447.170157 9.47972526739 4.94130 510 484.642328 4.97209250033 5.1131 508 508.025009 0.0049230495 5.08132 480 505.044102 5.21752124824 4.8133 407 465.248502 14.311671157 4.07134 330 390.837358 18.4355629995 3.3135 270 333.166606 23.3950393253 2.7136 210 275.133570 31.0159857291 2.1137 180 227.052550 26.1403056722 1.8
138 170 203.598126 19.7636035523 1.7139 210 195.593579 6.86020037094 2.1140 335 227.052550 32.2231193403 3.35141 420 337.913993 19.5442874209 4.2142 444 400.424229 9.81436294958 4.44143 458 422.175664 7.82190747459 4.58144 466 437.555104 6.10405487984 4.66145 420 447.170157 6.46908504265 4.2146 340 400.424229 17.7718319129 3.4147 270 342.522804 26.8602977863 2.7148 215 275.133570 27.9691023401 2.15149 180 230.906372 28.281317888 1.8150 183 203.598126 11.2558065786 1.83151 230 205.979490 10.443700144 2.3152 370 242.479325 34.4650472834 3.7153 470 366.516431 22.0177805671 4.7154 496 452.182148 8.83424426821 4.96155 512 487.501829 4.7847990276 5.12156 500 511.020393 2.20407867465 5157 450 493.278992 9.61755372217 4.5158 380 428.530292 12.7711294844 3.8159 290 373.240081 28.7034762445 2.9160 220 293.570145 33.4409752082 2.2161 174 234.757109 34.9178787951 1.74162 164 198.807779 21.2242555481 1.64163 194 190.741493 1.67964294368 1.94164 225 214.635972 4.60623467493 2.25165 266 238.611972 10.2962512565 2.66166 350 271.645203 22.3870848674 3.5167 426 351.244488 17.5482421432 4.26168 460 405.325507 11.8857593136 4.6169 456 439.905530 3.52948904952 4.56170 390 435.241625 11.6004166164 3.9171 248 379.665667 53.0909949219 2.48172 208 256.660569 23.3945042921 2.08173 194 225.508762 16.241630144 1.94174 184 214.635972 16.6499847725 1.84175 234 206.771263 11.6362124074 2.34176 288 245.588527 14.7262057293 2.88177 380 291.653928 23.2489662522 3.8178 445 373.240081 16.1258244698 4.45179 474 423.209420 10.7153122242 4.74180 510 510.000000 0 5.1181 500 508.025009 1.60500181829 5182 470 493.278992 4.95297696804 4.7183 404 452.182148 11.9262743638 4.04184 312 388.786427 24.6110342506 3.12185 240 315.353686 31.39736934 2.4
186 190 250.290337 31.731756307 1.9187 180 211.501327 17.5007370353 1.8188 236 203.598126 13.7296076107 2.36189 276 247.150034 10.4528861339 2.76190 344 280.489903 18.4622374147 3.44191 408 346.095461 15.172681188 4.08192 452 391.532348 13.3777992183 4.52193 442 430.728531 2.55010619103 4.42194 415 420.138925 1.23829506083 4.15195 368 396.584242 7.76745718607 3.68196 320 365.111330 14.0972907322 3.2197 246 323.362599 31.4482110773 2.46198 230 255.054942 10.8934529391 2.3199 242 242.479325 0.19806820306 2.42200 280 251.870577 10.0462223453 2.8201 350 284.145147 18.8156724076 3.5202 405 351.244488 13.2729658099 4.05203 465 389.464691 16.2441525135 4.65204 500 445.937798 10.8124404329 5205 510 493.278992 3.27862906867 5.1206 460 508.025009 10.4402193677 4.6207 405 439.905530 8.61864936646 4.05208 290 389.464691 34.2981692456 2.9209 240 293.570145 22.3208939408 2.4210 207 250.290337 20.9132062721 2.07211 192 224.736209 17.0501087405 1.92212 210 213.070446 1.46211723863 2.1213 300 227.052550 24.3158165967 3214 370 303.347901 18.0140807934 3.7215 410 366.516431 10.605748455 4.1216 424 392.941050 7.32522413807 4.24217 418 403.654321 3.43198061119 4.18218 400 398.862940 0.28426510135 4219 320 386.120015 20.6625046791 3.2220 244 323.362599 32.5256554304 2.44221 228 253.458529 11.1660215292 2.28222 190 240.930303 26.8054224013 1.9223 200 211.501327 5.75066333175 2224 250 219.312519 12.274992275 2.5225 336 258.276163 23.1320943557 3.36226 410 338.847601 17.3542437371 4.1227 456 392.941050 13.828717181 4.56228 488 435.241625 10.8111424582 4.88229 510 476.190180 6.62937641609 5.1230 480 508.025009 5.83854356072 4.8231 428 465.248502 8.70292093665 4.28232 330 407.035446 23.3440745146 3.3233 280 333.166606 18.9880736351 2.8
234 254 284.145147 11.8681679423 2.54235 234 261.540224 11.7693265946 2.34236 222 245.588527 10.6254628377 2.22237 246 236.298116 3.94385521524 2.46238 290 255.054942 12.0500200828 2.9239 355 293.570145 17.304184378 3.55240 390 355.332653 8.88906327254 3.9241 396 379.665667 4.12483146305 3.96242 380 383.512773 0.92441405305 3.8243 345 373.240081 8.18553075629 3.45244 290 346.971558 19.6453649121 2.9245 250 293.570145 17.4280581832 2.5246 214 258.276163 20.689795778 2.14247 202 230.136065 13.9287450003 2.02248 216 220.865310 2.25245840878 2.16249 260 231.676552 10.8936336962 2.6250 330 266.529208 19.2335732584 3.3251 380 333.166606 12.3245773215 3.8252 435 373.240081 14.1976825036 4.35253 474 413.335617 12.7983930966 4.74254 486 457.320571 5.90111717993 4.86255 474 473.417820 0.12282270219 4.74256 435 457.320571 5.13116563346 4.35257 350 413.335617 18.095890492 3.5258 306 351.244488 14.7857805458 3.06259 273 309.331088 13.3080907544 2.73260 254 277.792859 9.36726740417 2.54261 240 261.540224 8.97509342976 2.4262 250 250.290337 0.11613479334 2.5263 290 258.276163 10.93925415 2.9264 336 293.570145 12.6279328994 3.36265 366 338.847601 7.41868833934 3.66266 374 363.681935 2.75884088839 3.74267 362 369.260384 2.00563090905 3.62268 338 360.744773 6.72922289982 3.38269 300 340.697398 13.5657993524 3270 274 303.347901 10.7109127972 2.74271 250 278.687654 11.475061592 2.5272 240 258.276163 7.61506790205 2.4273 250 250.290337 0.11613479334 2.5274 270 258.276163 4.34216186484 2.7275 310 275.133570 11.2472354738 3.1276 348 313.344585 9.95845245168 3.48277 384 349.557152 8.96949178083 3.84278 420 375.828708 10.5169742498 4.2279 450 400.424229 11.0168381102 4.5280 430 428.530292 0.34179254868 4.3281 395 408.784938 3.48985771808 3.95
282 360 382.867708 6.35214115281 3.6283 326 359.234766 10.1947136128 3.26284 296 329.286204 11.2453390865 2.96285 278 299.401424 7.69835381695 2.78286 274 282.309078 3.03251033768 2.74287 278 278.687654 0.24735754672 2.78288 294 282.309078 3.976503971 2.94289 314 297.444794 5.27235872855 3.14290 328 317.361938 3.24331148766 3.28291 334 331.234532 0.82798429009 3.34292 334 336.974828 0.89066701643 3.34293 316 336.974828 6.63760374522 3.16294 305 319.367460 4.7106425936 3.05295 290 308.329960 6.32067591986 2.9296 280 293.570145 4.8464805207 2.8297 272 284.145147 4.46512741667 2.72298 268 276.902263 3.32173999967 2.68299 268 273.381326 2.00795754706 2.68300 286 286.000000 0 2.86301 316 289.752781 8.30608188922 3.16302 360 319.367460 11.2868166915 3.6303 396 359.234766 9.28414990461 3.96304 418 383.512773 8.25053267905 4.18305 422 398.862940 5.48271573588 4.22306 412 402.020932 2.42210382542 4.12307 382 394.376504 3.23992248846 3.82308 356 374.539214 5.20764447602 3.56309 328 356.127860 8.57556698804 3.28310 294 331.234532 12.664806963 2.94311 276 297.444794 7.76985275085 2.76312 264 280.489903 6.24617548991 2.64313 258 269.924798 4.62201468062 2.58314 266 264.852916 0.43123447311 2.66315 295 271.645203 7.9168803512 2.95316 320 298.421605 6.74324858871 3.2317 338 323.362599 4.33059193784 3.38318 348 340.697398 2.09844883412 3.48319 344 349.557152 1.61545103535 3.44320 330 346.095461 4.87741234939 3.3321 312 333.166606 6.78416864687 3.12322 286 315.353686 10.2635267189 2.86323 262 289.752781 10.5926645916 2.62324 248 268.219642 8.15308154757 2.48325 238 256.660569 7.84057517966 2.38326 248 248.717066 0.28913947913 2.48327 280 256.660569 8.33551109729 2.8328 330 284.145147 13.8954101293 3.3329 380 333.166606 12.3245773215 3.8
330 402 373.240081 7.15420867931 4.02331 420 387.444521 7.75130459006 4.2332 428 400.424229 6.44293726545 4.28333 414 407.035446 1.68225944491 4.14334 392 395.840738 0.97978009938 3.92335 368 380.943215 3.51717785331 3.68336 325 365.111330 12.3419477979 3.25337 274 328.306526 19.8199000238 2.74338 250 278.687654 11.475061592 2.5339 232 258.276163 11.3259323125 2.32340 250 244.031849 2.38726021987 2.5341 265 258.276163 2.53729699437 2.65342 310 270.783063 12.650624686 3.1343 340 313.344585 7.83982780349 3.4344 370 342.522804 7.42626918294 3.7345 360 366.516431 1.81011981516 3.6346 336 359.234766 6.91510904099 3.36347 304 338.847601 11.4630265388 3.04348 270 307.330146 13.8259801033 2.7349 240 275.133570 14.638987513 2.4350 226 250.290337 10.7479367183 2.26351 250 239.384155 4.2463378177 2.5352 315 258.276163 18.0075673127 3.15353 354 318.365160 10.0663390671 3.54354 390 354.529978 9.0948773107 3.9355 420 379.665667 9.60341252231 4.2356 452 400.424229 11.4105689151 4.52357 462 430.728531 6.76871631263 4.62358 445 442.292088 0.60851965485 4.45359 390 423.209420 8.51523591218 3.9
327.288888888889 327.378599882284 11.8573485267 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
ROI EPOCH0.1 1
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0747131570121 0.074468345679 0.0749587731514 0
3.0334790106434 0.1953428806134 0.660788345679 0.0577474485679 0.32887817564852.55054941759984 0.7036288339098 0.9465127901235 0.5230711524191 0.06277501065962.4247932505141 0.7410763367459 0.7619350123457 0.7207886866808 0.0006147052711
2.50290336983343 0.5958066185834 0.5973572345679 0.5942600276776 8.4295563897E-062.58276162964923 0.3682392082841 0.2839705679012 0.4775146787918 0.02472390511062.78687653979893 0.1328721812625 0.074468345679 0.237080821287 0.04542160928813.0334790106434 -0.0305456882753 0.0161572345679 0.0577474485679 0.1343376356389
3.42522804023122 0.049538374434 0.1070016790123 0.0229346919059 0.03054523792143.59234766377736 0.1169475267789 0.1347705679012 0.1014815343786 0.00227074514753.62226823707143 0.0652048988012 0.0350105679012 0.1214398703747 0.02633098076233.47840600815983 -0.0558385269924 0.074468345679 0.0418693482211 0.22887230864343.0334790106434 0.1616999022683 0.4527794567901 0.0577474485679 0.1879040526684
2.66529208247146 0.5189777002126 0.7274194567901 0.3702648462366 0.06016820572322.51870577433281 0.7346091606261 0.9465127901235 0.5701461454159 0.04783221572652.4247932505141 0.7580561917121 0.7972505679012 0.7207886866808 0.0020064352916
2.48717065908248 0.4506431879668 0.3282016790123 0.6187636927148 0.04529632835542.75133570031133 -0.0925317528697 0.031368345679 0.2729543144148 0.48813180365953.46971558245025 0.1424625772509 0.5286905679012 0.0383884017404 0.28120156349613.8612001497317 0.6855775823496 1.362148345679 0.345055384688 0.3350092666706
4.22175663766392 1.3149406061436 1.9240772345679 0.8986483321048 0.19205724463164.4717015717911 1.4939338212217 1.5552861234568 1.4350017199599 0.0023327381675
4.30728530635639 0.95816869134 0.8595350123457 1.0681208186723 0.011510136964.00424228503878 0.3119859960238 0.1824239012346 0.5335663860724 0.09256336800563.66516431334586 -0.0285271304808 0.0053127901235 0.1531769850789 0.21637783841053.23362599250092 0.0149752201352 0.1390461234568 0.0016128261078 0.11130630287222.93570145457957 0.2613017877507 0.5973572345679 0.1143011590562 0.18983575752282.58276162964923 0.6722899307205 0.9465127901235 0.4775146787918 0.07995413920192.4247932505141 0.9787943062724 1.3291527901235 0.7207886866808 0.092898925559
2.28594862429553 0.9017857632352 0.8333661234568 0.975822678513 0.00548360624372.47150034270399 0.5719405299621 0.5082105679012 0.6436622740141 0.00783218934152.63190142205397 -0.0815906617582 0.0161572345679 0.4120158098938 0.58997542544273.42522804023122 0.1252593951382 0.6841127901235 0.0229346919059 0.45531719769023.92941049654593 0.5291618168289 0.651428345679 0.4298434820146 0.02267719855053.91532347533298 0.3125000330023 0.2372772345679 0.411570333767 0.02412538198953.70602994655826 0.0117186136942 0.0007350123457 0.1868348303539 0.16486031750213.33166606178235 -0.0273708386617 0.2236239012346 0.0033501016882 0.28266880125122.84145146573341 0.3341465569078 0.5973572345679 0.1869131485017 0.11658910345152.58276162964923 0.7828538297882 1.2834372345679 0.4775146787918 0.19603786068962.30136064900579 1.2572379300524 1.6715616790123 0.9456110609668 0.10327266672942.17756834214467 1.066497977986 0.9465127901235 1.201693150813 0.01498951084522.4247932505141 0.4014792374224 0.2236239012346 0.7207886866808 0.1407801048598
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
LLWL skema1a; 190.741493
HHWL skema1a; 511.020393 512
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real =
LLWL real = 164cm
LLWL skema1a = 192,915 cm
2.84145146573341 -0.2711217894174 0.393268345679 0.1869131485017 1.12052499939793.79665667406311 0.5893333477375 1.2703794567901 0.2733937430262 0.36402316895264.18143410540767 1.2045498872277 1.7612239012346 0.823825085387 0.17519740811594.39905529934178 1.3583250756486 1.4571172345679 1.2662309986904 0.00655204456464.26371736988193 0.9177763733463 0.8595350123457 0.9799641194069 0.00405990322474.00424228503878 0.2681586188508 0.1347705679012 0.5335663860724 0.13267244221033.62226823707143 -0.0323701279084 0.008628345679 0.1214398703747 0.19560119352233.21368329746728 0.0284218996633 0.2236239012346 0.0036123347102 0.17113387060342.84145146573341 0.3773800102167 0.7619350123457 0.1869131485017 0.19487939659822.50290336983343 0.8501978861499 1.2163639012346 0.5942600276776 0.11082465364652.32446659428209 1.2083781220465 1.6202461234568 0.9012073318376 0.1052785708052.19312519312431 1.0513628905218 0.9465127901235 1.167827776973 0.01142222434472.4247932505141 0.6561770619151 0.5973572345679 0.7207886866808 0.0056560551682
2.58276162964923 0.2576753092163 0.1390461234568 0.4775146787918 0.10064018362282.93570145457957 -0.1105912109169 0.1070016790123 0.1143011590562 0.44129255744773.59234766377736 0.1679173931716 0.2778461234568 0.1014815343786 0.04311949273873.7324008110919 0.2784301482487 0.3685839012346 0.2103275460326 0.0217855205663
3.78389236300616 0.1362550777219 0.071348345679 0.2602085027803 0.05948348473273.54529978488276 -0.0740930953959 0.074468345679 0.0737197360206 0.29735185539323.0334790106434 0.1857306010862 0.5973572345679 0.0577474485679 0.2845998547971
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3.82867708150105 0.1815110386005 0.1070016790123 0.3079041136358 0.05229320760383.59234766377736 -0.0041059059039 0.0001661234568 0.1014815343786 0.11045496961833.29286203695982 -0.0059686803771 0.0978994567901 0.000363895231 0.1107971356492.9940142361113 0.1378963932654 0.2429394567901 0.0782722392107 0.0458020932583
2.82309078325254 0.2401704726528 0.2839705679012 0.203126177338 0.00690407826152.78687653979893 0.2399922622478 0.2429394567901 0.237080821287 4.7286799606E-052.82309078325254 0.1500314295387 0.1108150123457 0.203126177338 0.01366776496052.97444793592357 0.0397787025808 0.0176594567901 0.0896032759003 0.027407485923.17361938320468 -0.0007122959333 5.0567901235E-05 0.0100333508844 0.01131683562983.31234532471085 0.002587759204 0.0045039012346 0.0014868216129 0.00076478106533.36974827834885 0.0064401352037 0.0045039012346 0.0092087590918 0.00088496006473.36974827834885 -0.0108330751109 0.0127439012346 0.0092087590918 0.04399434027033.19367459910485 0.0178559408705 0.0496794567901 0.0064178363648 0.02064239042793.08329960167606 0.0710302609805 0.1390461234568 0.036285067498 0.03359874397462.93570145457957 0.1598764244777 0.2236239012346 0.1143011590562 0.0184148847752.84145146573341 0.2390329596281 0.3056861234568 0.1869131485017 0.01475045852882.76902263199107 0.2992685917127 0.3515172345679 0.2547860564953 0.00792502900662.73381326226126 0.3201438358103 0.3515172345679 0.2915705562298 0.0028958671952
2.86 0.1708476412917 0.1704772345679 0.1712188528218 02.89752781230073 0.0424753686118 0.0127439012346 0.1415702229249 0.06889164931563.19367459910485 -0.0262053289744 0.1070016790123 0.0064178363648 0.16510033141263.59234766377736 0.2188872595643 0.4721216790123 0.1014815343786 0.135168240333.8351277340158 0.5091993251239 0.8228505679012 0.3151045436694 0.1189368798451
3.98862939594604 0.6770361241198 0.8970194567901 0.5110010824106 0.05353235642034.02020932239266 0.6323034909885 0.7175972345679 0.557147777969 0.00995817933733.9437650390591 0.3665529771248 0.2993305679012 0.4488719143559 0.0153177848933
3.74539214334649 0.135403364161 0.0824327901235 0.2224123555525 0.03437024681463.56127859720774 0.0020443918107 5.0567901235E-05 0.0826519941261 0.07911764924723.31234532471085 -0.0128359711512 0.1108150123457 0.0014868216129 0.1386410408342.97444793592357 0.1535271664826 0.2630550123457 0.0896032759003 0.04598791722192.80489903293358 0.2967533508561 0.400548345679 0.2198549867808 0.02719169106242.69924797875999 0.3980910103458 0.4800950123457 0.3300939364977 0.01422008043832.64852916301537 0.3832129673682 0.3756327901235 0.390946110724 0.00013158010112.71645202963964 0.1799569460496 0.1042572345679 0.3106211532055 0.05454465445942.98421604516144 0.021106432178 0.0053127901235 0.0838507580635 0.04656271516583.23362599250092 -0.0043015828994 0.0114727901235 0.0016128261078 0.02142535007133.40697398057266 0.0275847108869 0.0428950123457 0.0177390384826 0.00533279951343.49557151561618 0.0370628241397 0.0279261234568 0.0491888154593 0.0030881933479
3.46095460753 0.0050743489472 0.0007350123457 0.0350320880854 0.02590638568513.33166606178235 -0.0088492185147 0.0233750123457 0.0033501016882 0.0448025217104
3.153536864161 0.0496495316004 0.1704772345679 0.0144598543869 0.08616389062152.89752781230073 0.2456547893338 0.4262639012346 0.1415702229249 0.07702168660042.68219642237978 0.4690648019442 0.6286727901235 0.3499782269561 0.04088339322322.56660568927598 0.6314334408354 0.7972505679012 0.5001039902108 0.03482168327022.48717065908248 0.6236985627097 0.6286727901235 0.6187636927148 5.1418351677E-052.56660568927598 0.3344177108257 0.2236239012346 0.5001039902108 0.05447290427832.84145146573341 -0.0117210695638 0.0007350123457 0.1869131485017 0.2102667582783.33166606178235 0.0305092242978 0.2778461234568 0.0033501016882 0.2193366776865
3.7324008110919 0.3426362219663 0.5581750123457 0.2103275460326 0.08271329346063.8744452072174 0.5568778260938 0.8595350123457 0.3607914846292 0.1059859231037
4.00424228503878 0.735650642029 1.0142727901235 0.5335663860724 0.07604231736064.07035445898079 0.6907133625636 0.7518816790123 0.6345213117184 0.00485050138393.9584073798956 0.4430261025964 0.4187527901235 0.468706435422 0.0014751268304
3.80943214500199 0.2180674977334 0.1657394567901 0.2869167939166 0.01675268015983.651113303432 -0.0086366027499 0.0005239012346 0.1423758948036 0.1608918821901
3.28306526065349 -0.0049448155266 0.2839705679012 8.6104700122E-05 0.29491987732862.78687653979893 0.3763269107745 0.5973572345679 0.237080821287 0.0822981490872.58276162964923 0.658469443337 0.9079972345679 0.4775146787918 0.06904367401592.44031849450335 0.6441777733385 0.5973572345679 0.6946680807566 0.00356188209832.58276162964923 0.4304314015097 0.3879905679012 0.4775146787918 0.00452099844742.70783063473337 0.0978473940581 0.0298905679012 0.3203054741416 0.15379681105363.13344585468142 -0.0178387916553 0.0161572345679 0.0196953560576 0.07105111238653.42522804023122 0.0646825785749 0.1824239012346 0.0229346919059 0.07549962987523.66516431334586 0.1280241953284 0.1070016790123 0.1531769850789 0.00424638773383.59234766377736 0.0277502605916 0.007588345679 0.1014815343786 0.05398543686283.38847600678032 -0.0267100285199 0.0542372345679 0.0131537979253 0.12143552730163.07330146278853 0.1148553630881 0.3282016790123 0.0401940491889 0.13935398212012.75133570031133 0.4560410605674 0.7619350123457 0.2729543144148 0.12343677431332.50290336983343 0.7808184495408 1.0259439012346 0.5942600276776 0.05900204707642.39384155455755 0.6800992838122 0.5973572345679 0.7743022249934 0.01126961553882.58276162964923 0.0849192169229 0.0151016790123 0.4775146787918 0.32175936879823.18365159702584 -0.0240759002133 0.071348345679 0.0081242103873 0.12698418430223.54529978488276 0.170269312058 0.393268345679 0.0737197360206 0.12581224260423.79665667406311 0.4847592126894 0.8595350123457 0.2733937430262 0.16268583857784.00424228503878 0.9109601507209 1.5552861234568 0.5335663860724 0.2660060205424.30728530635639 1.3922384005041 1.814708345679 1.0681208186723 0.09779047962064.42292087535904 1.3526594313361 1.3855905679012 1.3205109644719 0.00073327899134.23209420057496 0.6009657211877 0.393268345679 0.9183546095454 0.11028655805553.27378599882284 226.64615493744 297.63219555556 227.0817246358 71.421900046719
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.0033534069775 RMSE --> 0.445414601014
RMSE R Err Rt0.445414601013978 0.0033534069775 11.857348526652
512 0 511.020393 0512 400 511.020393 400
164 0 190.741493 0164 400 190.741493 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
LLWL skema1a; 190.741493
HHWL skema1a; 511.020393 512
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real =
LLWL real = 164cm
LLWL skema1a = 192,915 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
LLWL skema1a; 190.741493
HHWL skema1a; 511.020393 512
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real =
LLWL real = 164cm
LLWL skema1a = 192,915 cm
SKEMA 1A ; ROI 0,01 ; EPOCH 1
No.Skema 1a
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 265.666848 7.99465380214 2.462 230 290.000507 26.0871768818 2.33 240 277.142877 15.4761987154 2.44 250 223.667158 10.5331369232 2.55 274 263.428458 3.85822698102 2.746 300 300.005557 0.00185220783 37 340 265.666848 21.8626916608 3.48 360 346.665633 3.70399095946 3.69 364 372.001519 2.1982193923 3.64
10 346 321.332012 7.12947626412 3.4611 300 300.007301 0.00243360021 312 260 265.666848 2.17955705895 2.613 242 242.003044 0.00125776035 2.4214 230 230.000150 6.51031174E-05 2.315 238 277.142877 16.4465869399 2.3816 270 269.999493 0.00018770923 2.717 345 245.800058 28.7536063599 3.4518 400 405.000109 1.25002733787 419 444 343.001476 22.7474152444 4.4420 466 462.000631 0.85823358787 4.6621 452 455.332899 0.73736693947 4.5222 420 430.997142 2.61836702962 4.223 370 369.599910 0.10813246649 3.724 320 363.333288 13.5416525475 3.225 290 329.001155 13.4486742565 2.926 250 291.250069 16.5000275835 2.527 230 263.428458 14.5341122052 2.328 212 277.142877 30.7277721306 2.1229 236 235.998569 0.00060654485 2.3630 256 255.998189 0.00070752817 2.5631 340 340.000960 0.00028229273 3.432 410 346.665633 15.4474066961 4.133 408 429.003501 5.14791697972 4.0834 376 376.002197 0.00058424591 3.7635 330 330.004507 0.00136577838 3.336 280 271.666946 2.97609059073 2.837 250 293.333195 17.3332778612 2.538 214 263.428458 23.097410314 2.1439 198 198.000308 0.00015541976 1.9840 230 230.000536 0.0002332456 2.341 280 277.142877 1.02040110111 2.842 390 293.333195 24.7863603454 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 344.000697 21.8180233914 4.444 460 455.000358 1.08687870333 4.645 448 460.661947 2.82632751333 4.4846 420 419.997922 0.00049475071 4.247 364 369.599910 1.53843677857 3.6448 318 321.332012 1.04780255539 3.1849 280 279.998847 0.00041191986 2.850 240 293.333195 22.2221644388 2.451 217 223.667158 3.07242289954 2.1752 200 199.999446 0.0002767938 253 230 274.999831 19.5651440319 2.354 250 277.142877 10.8571507668 2.555 290 263.428458 9.16260066483 2.956 360 291.250069 19.097203067 3.657 380 372.001519 2.10486352948 3.858 388 374.333816 3.52221227788 3.8859 354 353.997978 0.00057128329 3.5460 300 300.001213 0.000404394 361 250 265.666848 6.2667393413 2.562 180 263.428458 46.3491433733 1.863 182 178.333534 2.01454166024 1.8264 227 227.000042 1.86924E-05 2.2765 290 289.998770 0.000424111 2.966 335 291.250069 13.0596809078 3.3567 438 429.000792 2.05461362199 4.3868 452 451.995460 0.00100436989 4.5269 442 430.997142 2.48933449674 4.4270 424 424.000455 0.000107383 4.2471 396 395.986930 0.00330055852 3.9672 364 402.004974 10.4409269051 3.6473 300 321.332012 7.11067070871 374 258 265.666848 2.97164664855 2.5875 210 210.000080 3.80452176E-05 2.176 196 236.999833 20.9182820832 1.9677 220 220.001386 0.00062995035 2.278 246 210.000241 14.634048392 2.4679 350 290.000507 17.1427123348 3.580 450 447.335020 0.59221773137 4.581 464 429.499737 7.43540144655 4.6482 464 431.998430 6.89689015931 4.6483 400 431.998430 7.9996074152 484 270 343.001476 27.0375838204 2.785 224 245.800058 9.73216877612 2.2486 202 201.999976 1.1703301E-05 2.0287 186 186.000586 0.00031495043 1.8688 178 178.000054 3.00902011E-05 1.7889 200 199.999777 0.00011154058 290 250 274.999831 9.99993250937 2.5
91 320 263.428458 17.6786068525 3.292 368 329.001155 10.5975121348 3.6893 396 395.998350 0.00041669351 3.9694 440 402.004974 8.63523319667 4.495 450 455.000358 1.11119065881 4.596 400 429.499737 7.374934322 497 315 343.001476 8.88935756032 3.1598 270 270.005299 0.00196240812 2.799 235 245.800058 4.5957693866 2.35
100 208 208.000099 4.7606263E-05 2.08101 222 208.000043 6.30628714147 2.22102 250 249.999978 8.8421492E-06 2.5103 336 263.428458 21.5986731929 3.36104 460 459.999901 2.14402196E-05 4.6105 478 460.661947 3.62720768626 4.78106 490 490.009905 0.00202142716 4.9107 470 470.008891 0.00189174944 4.7108 420 458.006767 9.04923015796 4.2109 330 369.599910 11.9999726891 3.3110 265 271.666946 2.5158288098 2.65111 206 205.999778 0.00010778394 2.06112 184 184.000358 0.00019429533 1.84113 174 204.000002 17.2413806558 1.74114 200 181.999936 9.0000320785 2115 345 274.999831 20.2899039787 3.45116 410 405.000109 1.21948552403 4.1117 450 429.003501 4.66588860506 4.5118 474 429.499737 9.38824107848 4.74119 480 479.993295 0.00139680569 4.8120 425 415.999216 2.11783159432 4.25121 370 370.000698 0.00018867258 3.7122 300 363.333288 21.1110960507 3123 240 265.666848 10.6945201472 2.4124 204 223.667158 9.64076357451 2.04125 190 190.000083 4.35659742E-05 1.9126 230 230.003153 0.00137098629 2.3127 350 277.142877 20.8163208809 3.5128 466 447.335020 4.0053604702 4.66129 494 455.332899 7.82734846834 4.94130 510 510.014063 0.00275745697 5.1131 508 507.997039 0.00058293708 5.08132 480 479.998139 0.00038778271 4.8133 407 415.999216 2.21110951453 4.07134 330 329.999997 8.69767577E-07 3.3135 270 271.666946 0.61738753554 2.7136 210 245.800058 17.0476466945 2.1137 180 236.999833 31.666573824 1.8138 170 178.333534 4.90207892845 1.7
139 210 210.000794 0.00037829417 2.1140 335 236.999833 29.2537812289 3.35141 420 429.000792 2.14304579421 4.2142 444 369.599910 16.7567770554 4.44143 458 462.000631 0.87350032326 4.58144 466 466.003605 0.00077369894 4.66145 420 455.332899 8.41259489676 4.2146 340 369.599910 8.70585584529 3.4147 270 346.665633 28.3946787207 2.7148 215 245.800058 14.3256083993 2.15149 180 180.000000 1.06882775E-07 1.8150 183 178.333534 2.5499813233 1.83151 230 229.999974 1.14266374E-05 2.3152 370 277.142877 25.0965197522 3.7153 470 363.333288 22.695045074 4.7154 496 458.006767 7.65992607592 4.96155 512 512.000002 4.04362099E-07 5.12156 500 500.009563 0.00191253981 5157 450 449.986411 0.00301975667 4.5158 380 429.499737 13.0262466547 3.8159 290 374.333816 29.0806263317 2.9160 220 291.250069 32.3863949813 2.2161 174 210.000241 20.6897936527 1.74162 164 181.999936 10.975570636 1.64163 194 194.000295 0.00015183726 1.94164 225 204.499972 9.11112366535 2.25165 266 265.999968 1.18688275E-05 2.66166 350 350.000379 0.00010829469 3.5167 426 447.335020 5.0082207063 4.26168 460 460.000470 0.00010227402 4.6169 456 460.661947 1.0223568552 4.56170 390 390.008600 0.0022052288 3.9171 248 344.000697 38.7099584992 2.48172 208 208.000082 3.96097966E-05 2.08173 194 208.000043 7.21651677626 1.94174 184 204.499972 11.1412889962 1.84175 234 204.000002 12.8205118201 2.34176 288 288.000109 3.77666805E-05 2.88177 380 379.999101 0.00023651456 3.8178 445 374.333816 15.880041267 4.45179 474 474.000111 2.3415477E-05 4.74180 510 510.000000 0 5.1181 500 507.997039 1.59940773593 5182 470 449.986411 4.25821040532 4.7183 404 458.006767 13.3680115504 4.04184 312 272.971991 12.5089773736 3.12185 240 268.542723 11.8928010807 2.4186 190 223.667158 17.71955668 1.9
187 180 230.003153 27.7795295936 1.8188 236 178.333534 24.4349431448 2.36189 276 255.998189 7.24703306961 2.76190 344 302.719569 12.0001251829 3.44191 408 481.301760 17.9661176919 4.08192 452 376.002197 16.8136732822 4.52193 442 430.997142 2.48933449674 4.42194 415 424.000455 2.16878441059 4.15195 368 385.266305 4.69193067442 3.68196 320 395.998350 23.7494843418 3.2197 246 329.001155 33.7403070503 2.46198 230 290.000507 26.0871768818 2.3199 242 277.142877 14.5218499657 2.42200 280 230.000150 17.8570893796 2.8201 350 293.333195 16.1905158134 3.5202 405 447.335020 10.4530914096 4.05203 465 269.053310 42.1390731061 4.65204 500 444.819786 11.0360427245 5205 510 449.986411 11.7673703735 5.1206 460 507.997039 10.4341388434 4.6207 405 460.661947 13.7436906814 4.05208 290 269.053310 7.22299653224 2.9209 240 291.250069 21.3541953995 2.4210 207 223.667158 8.05176700096 2.07211 192 192.502839 0.2618953207 1.92212 210 210.005794 0.00275915762 2.1213 300 236.999833 21.0000557056 3214 370 265.666848 28.1981490937 3.7215 410 363.333288 11.3821248409 4.1216 424 429.003501 1.18007105595 4.24217 418 395.986930 5.26628473965 4.18218 400 367.472977 8.13175573867 4219 320 343.001476 7.18796134844 3.2220 244 329.001155 34.8365390753 2.44221 228 291.072598 27.663420261 2.28222 190 274.045413 44.234427942 1.9223 200 230.003153 15.0015766342 2224 250 274.999831 9.99993250937 2.5225 336 263.428458 21.5986731929 3.36226 410 459.999901 12.1950978963 4.1227 456 429.003501 5.92028480762 4.56228 488 390.008600 20.0802048376 4.88229 510 467.909423 8.25305429852 5.1230 480 507.997039 5.83271639159 4.8231 428 415.999216 2.80392155978 4.28232 330 745.795931 125.998767114 3.3233 280 271.666946 2.97609059073 2.8234 254 293.333195 15.485509706 2.54
235 234 372.337403 59.1185484927 2.34236 222 288.000109 29.7297787243 2.22237 246 249.999978 1.62600727424 2.46238 290 290.000507 0.00017476836 2.9239 355 291.250069 17.9577270539 3.55240 390 298.723037 23.4043494754 3.9241 396 344.000697 13.1311371015 3.96242 380 402.004974 5.79078261439 3.8243 345 374.333816 8.5025554672 3.45244 290 405.000109 39.6552101212 2.9245 250 291.250069 16.5000275835 2.5246 214 263.428458 23.097410314 2.14247 202 198.000308 1.98004567766 2.02248 216 186.000586 13.8886176816 2.16249 260 182.166746 29.9358668247 2.6250 330 242.003044 26.6657443091 3.3251 380 271.666946 28.50869833 3.8252 435 374.333816 13.9462491122 4.35253 474 442.996882 6.54074219005 4.74254 486 479.993295 1.23594746241 4.86255 474 465.824265 1.72483852131 4.74256 435 479.993295 10.3432862834 4.35257 350 442.996882 26.5705377198 3.5258 306 447.335020 46.1879151009 3.06259 273 270.980126 0.73988067725 2.73260 254 286.497749 12.7943894316 2.54261 240 372.337403 55.1405847804 2.4262 250 223.667158 10.5331369232 2.5263 290 263.428458 9.16260066483 2.9264 336 291.250069 13.3184318575 3.36265 366 459.999901 25.6830331626 3.66266 374 348.946464 6.69880646822 3.74267 362 329.445580 8.99293373762 3.62268 338 341.318530 0.9818136502 3.38269 300 402.490282 34.1634274379 3270 274 265.666848 3.04129622144 2.74271 250 300.005557 20.0022226494 2.5272 240 263.428458 9.76185753 2.4273 250 223.667158 10.5331369232 2.5274 270 263.428458 2.43390441778 2.7275 310 245.800058 20.7096586908 3.1276 348 266.824377 23.3263283476 3.48277 384 327.379880 14.744822813 3.84278 420 373.215788 11.1390981951 4.2279 450 369.599910 17.8666866947 4.5280 430 429.499737 0.11634016558 4.3281 395 894.541067 126.466092931 3.95282 360 401.411144 11.5030954359 3.6
283 326 372.001519 14.1108952724 3.26284 296 268.426505 9.31536999948 2.96285 278 262.147691 5.70226927765 2.78286 274 291.328943 6.32443165571 2.74287 278 300.005557 7.91566785018 2.78288 294 291.328943 0.90852287869 2.94289 314 281.550430 10.3342580106 3.14290 328 270.102952 17.6515391665 3.28291 334 270.003176 19.1607256152 3.34292 334 404.319177 21.0536458599 3.34293 316 404.319177 27.9491067001 3.16294 305 266.256445 12.7028048799 3.05295 290 270.094580 6.86393794405 2.9296 280 291.250069 4.01788177101 2.8297 272 293.333195 7.84308626953 2.72298 268 255.763120 4.56600012765 2.68299 268 308.938666 15.2756216223 2.68300 286 286.000000 0 2.86301 316 472.709784 49.5917038792 3.16302 360 266.256445 26.0398763565 3.6303 396 372.001519 6.06022257879 3.96304 418 402.004974 3.82656125965 4.18305 422 367.472977 12.9210954869 4.22306 412 415.808942 0.92450045867 4.12307 382 433.267775 13.4208834095 3.82308 356 376.373832 5.72298660383 3.56309 328 301.879808 7.9634733145 3.28310 294 270.003176 8.16218488253 2.94311 276 281.550430 2.01102530682 2.76312 264 302.719569 14.6665035496 2.64313 258 76.680071 70.2790421805 2.58314 266 210.000080 21.0526015432 2.66315 295 350.000379 18.6441962818 2.95316 320 270.684128 15.4112099677 3.2317 338 329.001155 2.6623800758 3.38318 348 402.490282 15.6581271016 3.48319 344 327.379880 4.83143011681 3.44320 330 481.301760 45.8490182373 3.3321 312 271.666946 12.9272607866 3.12322 286 268.542723 6.10394314902 2.86323 262 472.709784 80.423581778 2.62324 248 206.673400 16.6639515231 2.48325 238 208.000082 12.6050073998 2.38326 248 269.999493 8.87076338108 2.48327 280 208.000082 25.7142562899 2.8328 330 293.333195 11.1111531354 3.3329 380 271.666946 28.50869833 3.8330 402 374.333816 6.88213523337 4.02
331 420 344.466532 17.984158937 4.2332 428 369.599910 13.6448808706 4.28333 414 745.795931 80.1439448007 4.14334 392 435.055034 10.9834269942 3.92335 368 344.372992 6.42038264296 3.68336 325 395.998350 21.8456461211 3.25337 274 298.385604 8.89985564033 2.74338 250 300.005557 20.0022226494 2.5339 232 263.428458 13.546749169 2.32340 250 330.034736 32.0138943224 2.5341 265 263.428458 0.59303468981 2.65342 310 205.999778 33.5484587209 3.1343 340 266.824377 21.5222419558 3.4344 370 346.665633 6.3065857984 3.7345 360 363.333288 0.92591337559 3.6346 336 372.001519 10.714737675 3.36347 304 459.999901 51.3157570312 3.04348 270 269.209034 0.29295050352 2.7349 240 245.800058 2.41669085771 2.4350 226 223.667158 1.03223110974 2.26351 250 307.328430 22.9313720638 2.5352 315 263.428458 16.3719180724 3.15353 354 270.005299 23.7273168074 3.54354 390 300.001213 23.0766120046 3.9355 420 344.000697 18.0950721243 4.2356 452 369.599910 18.230108435 4.52357 462 430.997142 6.71057542762 4.62358 445 443.442026 0.35010651509 4.45359 390 474.000111 21.5384899973 3.9
327.288888888889 330.120615670147 12.2157103519 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0821958134288 0.074468345679 0.0907251488349 0
2.65666848353262 0.5239375129893 0.660788345679 0.4154288121339 0.0386784924152.90000506828246 0.390324081133 0.9465127901235 0.1609623133486 0.36000608196462.77142876916891 0.4624367951618 0.7619350123457 0.2806640803408 0.13795933056632.23667157691997 0.8227669485511 0.5973572345679 1.1332338715506 0.06934185840182.63428458071998 0.3553950976008 0.2839705679012 0.4447843885096 0.01117574987363.00005556623502 0.0821806500206 0.074468345679 0.0906916781383 3.0876064743E-092.65666848353262 -0.0819278997895 0.0161572345679 0.4154288121339 0.55254174337373.46665632545936 0.0541205885359 0.1070016790123 0.027373758342 0.017780535543.72001518587986 0.153749448045 0.1347705679012 0.1754010029213 0.00640242997143.2133201212614 -0.0164444537423 0.0350105679012 0.0077239552254 0.0608509625745
3.00007300800626 0.082175890355 0.074468345679 0.0906811732431 5.3301689781E-092.65666848353262 0.4337022387456 0.4527794567901 0.4154288121339 0.00321131702592.42003043780051 0.7515449798093 0.7274194567901 0.7764706475806 9.264596999E-102.3000014973717 0.9740608885657 0.9465127901235 1.0024107698637 2.2421220092E-12
2.77142876916891 0.4730323429124 0.7972505679012 0.2806640803408 0.15321648133312.69999493185078 0.3444272305922 0.3282016790123 0.3614549368865 2.5686136519E-112.45800058058513 -0.1493410764811 0.031368345679 0.7109956435937 0.98406284811944.05000109351472 0.5444571185007 0.5286905679012 0.5606938573972 0.00250010935273.43001476315018 0.150333955793 1.362148345679 0.0165916570953 1.02007017865464.62000631480517 1.8293223526407 1.9240772345679 1.7392338570143 0.00159949485554.55332898566412 1.5615362924752 1.5552861234568 1.5678115788094 0.00111082128544.30997141524409 0.9352374796977 0.8595350123457 1.0176073468425 0.01209371217083.69599909873997 0.1686204521329 0.1824239012346 0.1558614670834 1.6007210893E-053.63333288152109 -0.0242083479424 0.0053127901235 0.1103081613394 0.18777738620743.29001155343808 0.0041743431724 0.1390461234568 0.0001253191422 0.15210901181522.9125006895883 0.3004261365821 0.5973572345679 0.1510919401637 0.1701568189108
2.63428458071998 0.6488405910327 0.9465127901235 0.4447843885096 0.11174618090712.77142876916891 0.6107744636709 1.3291527901235 0.2806640803408 0.42435944130092.35998568554158 0.8592297101166 0.8333661234568 0.8858959753305 2.0490371986E-102.55998188727889 0.5284105458461 0.5082105679012 0.549413417581 3.2807066601E-103.4000095979528 0.0125590151991 0.0161572345679 0.0097621200031 9.2120697953E-11
3.46665632545936 0.1368456729149 0.6841127901235 0.027373758342 0.40112421008064.29003501277247 0.7980947567222 0.651428345679 0.9777825065987 0.04411470659033.76002196764617 0.2234942794646 0.2372772345679 0.2105119483728 4.8257747826E-103.30004507068644 -3.147833196E-05 0.0007350123457 1.3481207343E-06 2.0313667762E-092.71666946345961 0.2764209073819 0.2236239012346 0.3416831457461 0.00694397832012.93333194653121 0.2843258895494 0.5973572345679 0.1353314345084 0.18777657588452.63428458071998 0.7555480431897 1.2834372345679 0.4447843885096 0.24431724673751.9800030773112 1.7081687813095 1.6715616790123 1.7455775769903 9.4698442208E-122.3000053646488 0.9740571261348 0.9465127901235 1.0024030260069 2.8779456751E-11
2.77142876916891 0.2505258401487 0.2236239012346 0.2806640803408 0.00081631523122.93333194653121 -0.230698004689 0.393268345679 0.1353314345084 0.9344471255971
3.44000697077969 0.1564439397788 1.2703794567901 0.0192656659888 0.92158661615164.55000357964665 1.6572929355175 1.7612239012346 1.5594950035545 0.00249964204814.60661947259699 1.5757789182099 1.4571172345679 1.7041039253173 0.01603249084074.19997922047034 0.8332624937875 0.8595350123457 0.8077930201565 4.3178885288E-103.69599909873997 0.1449328756106 0.1347705679012 0.1558614670834 0.00313589905973.2133201212614 0.0081636361809 0.008628345679 0.0077239552254 0.0011102304809
2.79998846624394 0.2370202767319 0.2236239012346 0.2512191732276 1.3302752885E-102.93333194653121 0.3211133105664 0.7619350123457 0.1353314345084 0.28444296519082.23667157691997 1.174063359879 1.2163639012346 1.1332338715506 0.004445099169
1.999994464124 1.6562979055742 1.6202461234568 1.6931518689003 3.0645923088E-112.7499983127343 0.5362639868641 0.9465127901235 0.3038300872509 0.2024984814637
2.77142876916891 0.4094590564085 0.5973572345679 0.2806640803408 0.07367357673252.63428458071998 0.2486876454438 0.1390461234568 0.4447843885096 0.07060468404322.9125006895883 -0.1271498772424 0.1070016790123 0.1510919401637 0.4726553018166
3.72001518587986 0.2207588927136 0.2778461234568 0.1754010029213 0.00639757048983.74333816361842 0.2684232539771 0.3685839012346 0.1954807115404 0.01867645752323.53997977657138 0.0637790869075 0.071348345679 0.0570128415458 4.0898706516E-103.00001213181999 0.0821925027899 0.074468345679 0.0907178406243 1.4718105627E-102.65666848353262 0.4981560060625 0.5973572345679 0.4154288121339 0.02454501373242.63428458071998 0.9823013790234 2.1694016790123 0.4447843885096 0.69603076162711.78333534178363 2.2052976417629 2.1108861234568 2.3039318107794 0.00134429716212.27000042431748 1.0341847711664 1.0057861234568 1.0633852625016 1.8004532368E-132.89998770078112 0.1496099042299 0.1390461234568 0.1609762493711 1.5127078506E-102.9125006895883 -0.0299735104641 0.0059461234568 0.1510919401637 0.1914056466107
4.29000792335676 1.0947134225504 1.2256950123457 0.9777289337406 0.00809857385864.51995460248098 1.519914728381 1.5552861234568 1.48534777409 2.0609347331E-094.30997141524409 1.1571658365771 1.3158639012346 1.0176073468425 0.01210628946344.24000455303936 0.9079223601917 0.9353039012346 0.8813424289666 2.0730167411E-113.95986929788258 0.4525747627849 0.4721216790123 0.4338371335506 1.7083043498E-084.02004973934671 0.26389546634 0.1347705679012 0.5167360963102 0.14443780437753.2133201212614 0.0239831225601 0.074468345679 0.0077239552254 0.045505474135
2.65666848353262 0.446592992209 0.4800950123457 0.4154288121339 0.00587805636722.10000079894957 1.408880417381 1.375668345679 1.4428943114919 6.383204155E-132.3699983288316 1.2225724104567 1.7236772345679 0.8671480186861 0.1680986296447
2.20001385890773 1.1814569808329 1.1510905679012 1.2126244767203 1.9206932347E-102.10000240955688 0.9764451793455 0.660788345679 1.4428904421542 0.12959826512492.90000506828246 -0.0911172249698 0.0515794567901 0.1609623133486 0.35999391808674.47335020208854 1.4383509819172 1.5058016790123 1.3739216631364 0.00071021172874.29499737288009 1.3586230137624 1.8689927901235 0.9876209813538 0.11902681271964.31998429660796 1.3927829148233 1.8689927901235 1.0379088983513 0.10241005041754.31998429660796 0.7407649052831 0.5286905679012 1.0379088983513 0.10238995007573.43001476315018 -0.0737930194277 0.3282016790123 0.0165916570953 0.53292155441722.45800058058513 0.8709376706197 1.0668594567901 0.7109956435937 0.04752425313552.01999976359332 1.6052092542986 1.5697305679012 1.6414898217412 5.5888118353E-141.86000585807795 2.0362558885885 1.9962550123457 2.0770583007525 3.4317077269E-111.78000053560558 2.2709909694494 2.2287172345679 2.3140665416537 2.8687333721E-131.99999776918836 1.6562936985945 1.6202461234568 1.6931432677345 4.9765205725E-122.7499983127343 0.4260224180706 0.5973572345679 0.3038300872509 0.06249915637
2.63428458071998 0.0486111726493 0.0053127901235 0.4447843885096 0.32003393561123.29001155343808 -0.004557447373 0.1657394567901 0.0001253191422 0.15209098845183.95998349893684 0.4526532315982 0.4721216790123 0.4339875866427 2.7228508541E-104.02004973934671 0.8102165891504 1.2703794567901 0.5167360963102 0.14436220057054.55000357964665 1.5324131932229 1.5058016790123 1.5594950035545 0.00250035797754.29499737288009 0.7225966354081 0.5286905679012 0.9876209813538 0.08702345000623.43001476315018 -0.0158291465258 0.0151016790123 0.0165916570953 0.07840826758212.70005298501918 0.3443939725771 0.3282016790123 0.3613851358237 2.8074122575E-092.45800058058513 0.7781850572469 0.8517239012346 0.7109956435937 0.01166412540672.08000099021027 1.4567620741611 1.4229839012346 1.4913420586648 9.8051637926E-132.08000042545946 1.2857939454721 1.1085750123457 1.4913434380183 0.01959988087152.49999977894627 0.6192435070739 0.5973572345679 0.6419316597556 4.8864751541E-142.63428458071998 -0.0580962795077 0.007588345679 0.4447843885096 0.52666286978084.5999990137499 1.7236424316207 1.7612239012346 1.68686288552 9.7268926025E-13
4.60661947259699 1.9674029129785 2.2713839012346 1.7041039253173 0.03006080728254.90009904993065 2.6015763920498 2.6474905679012 2.5564584840188 9.8108887617E-094.70008891222356 1.9963611235473 2.0366461234568 1.9568729636971 7.9053834983E-094.5800676666345 1.1856467154312 0.8595350123457 1.6354867615882 0.144451431221
3.69599909873997 0.0107032753175 0.0007350123457 0.1558614670834 0.15681528620292.71666946345961 0.3641014113682 0.3879905679012 0.3416831457461 0.0044448173582.05999777965086 1.5054478493205 1.4710994567901 1.5405982352606 4.929950304E-121.84000357503414 2.0937409436869 2.0531705679012 2.1351129846713 1.2780869101E-112.04000002341017 1.9332888683208 2.349748345679 1.5906409106516 0.09000001404611.81999935842993 1.8854116756665 1.6202461234568 2.1939735792458 0.03240023096562.7499983127343 -0.0976250336982 0.031368345679 0.3038300872509 0.4900023621748
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2.86 0.1821691198114 0.1704772345679 0.1946628727113 04.72709784258409 -0.1609673280952 0.0127439012346 2.0331670998692 2.45579564823172.6625644511645 -0.2089067979001 0.1070016790123 0.4078632280512 0.8787854082205
3.72001518587986 0.2877683373821 0.4721216790123 0.1754010029213 0.05759271100834.02004973934671 0.6520710009684 0.8228505679012 0.5167360963102 0.02558408588313.67472977045307 0.3537683648465 0.8970194567901 0.1395198900301 0.29731962323024.15808941889711 0.7258753323311 0.7175972345679 0.734248925031 0.00145080383194.33267774624155 0.5643295674328 0.2993305679012 1.0639336400283 0.26283847149133.76373832309637 0.1327981242183 0.0824327901235 0.21393600495 0.04150930429813.01879807528445 -0.0020082352456 5.0567901235E-05 0.0797543244496 0.06822644547512.70003176445352 0.2001242754639 0.1108150123457 0.3614106498947 0.05758475407132.81550429846819 0.2491110864005 0.2630550123457 0.2359062950913 0.00308072714843.02719569370967 0.1734181774668 0.400548345679 0.075081733829 0.1499205052273
0.766800711743865 1.7560613727506 0.4800950123457 6.4232109594308 3.28769165893262.10000079894957 0.7362054170399 0.3756327901235 1.4428943114919 0.31359910517713.50000379031409 -0.0641895470309 0.1042572345679 0.03952049913 0.30250416935992.70684128103266 0.0433225953821 0.0053127901235 0.3532696054288 0.24320552209353.29001155343808 -0.001199066394 0.0114727901235 0.0001253191422 0.00809792051464.02490282313733 0.1498856206929 0.0428950123457 0.5237368650104 0.2969190866633.27379880398161 -0.0045800731656 0.0279261234568 0.0007511629831 0.02762283755794.81301760183142 0.040986888068 0.0007350123457 2.2855738456259 2.28922226345172.71666946345961 0.0893691655445 0.0233750123457 0.3416831457461 0.1626755217062.68542722593796 0.2542482785241 0.1704772345679 0.3791836915723 0.03047565344374.72709784258409 -0.9309488384718 0.4262639012346 2.0331670998692 4.43986131822252.06673400222741 0.9787992549252 0.6286727901235 1.5239215001718 0.1707887849152.08000082388377 1.0904006727248 0.7972505679012 1.4913424649024 0.08999950567042.69999493185078 0.4766937000594 0.6286727901235 0.3614549368865 0.048397770042.08000082388377 0.5774944329414 0.2236239012346 1.4913424649024 0.5183988136082.93333194653121 -0.0099734785868 0.0007350123457 0.1353314345084 0.13444546143462.71666946345961 -0.3081157858599 0.2778461234568 0.3416831457461 1.17360505140093.74333816361842 0.3303217349455 0.5581750123457 0.1954807115404 0.07654177171
3.44466532464434 0.1330025885906 0.8595350123457 0.0205805328669 0.57053047179463.69599909873997 0.3976003585152 1.0142727901235 0.1558614670834 0.34105705267257.4579593147476 3.604366849488 0.7518816790123 17.278596816926 11.00885401432
4.35055033817301 0.67904227921 0.4187527901235 1.1011232111882 0.18537359370093.44372991873918 0.0580230071229 0.1657394567901 0.0203130227454 0.0558235512993.95998349893684 -0.0150786813889 0.0005239012346 0.4339875866427 0.50407656876262.98385604454509 0.1691123486558 0.2839705679012 0.1007110936857 0.05946577046123.00005556623502 0.2327559452539 0.5973572345679 0.0906916781383 0.25005556932262.63428458071998 0.635502159513 0.9079972345679 0.4447843885096 0.09877479767833.3003473580593 0.0006637559283 0.5973572345679 7.375351078E-07 0.6405558935525
2.63428458071998 0.4154180394391 0.3879905679012 0.4447843885096 0.00024697440312.05999777965086 0.2145911371879 0.0298905679012 1.5405982352606 1.08160461833112.66824377350344 -0.0804565518198 0.0161572345679 0.4006413785437 0.53546717501653.46665632545936 0.0706656054117 0.1824239012346 0.027373758342 0.05444927044813.63333288152109 0.1086423419854 0.1070016790123 0.1103081613394 0.00111108099053.72001518587986 0.0364829198751 0.007588345679 0.1754010029213 0.12961093406414.5999990137499 -0.3024744253748 0.0542372345679 1.68686288552 2.4335969229007
2.69209033640488 0.3489556854944 0.3282016790123 0.3710220825356 6.2562778188E-052.45800058058513 0.7360247784411 0.7619350123457 0.7109956435937 0.00336406734822.23667157691997 1.0782552476987 1.0259439012346 1.1332338715506 0.00054421532343.0732843015956 0.1761582693463 0.5973572345679 0.0519483720349 0.328654890456
2.63428458071998 0.0819572514484 0.0151016790123 0.4447843885096 0.26596239368322.70005298501918 -0.160574691636 0.071348345679 0.3613851358237 0.70551098797523.00001213181999 -0.1888821196035 0.393268345679 0.0907178406243 0.80997816287123.44000697077969 0.1286837769632 0.8595350123457 0.0192656659888 0.57758940446353.69599909873997 0.4923506646045 1.5552861234568 0.1558614670834 0.67897748527734.30997141524409 1.3589188882856 1.814708345679 1.0176073468425 0.09611772336584.43442026007836 1.3339189123527 1.3855905679012 1.2841742040923 0.0002427282964.74000110989361 0.9022843017574 0.393268345679 2.0701309173312 0.70560186462253.30120615670148 253.12496170754 297.63219555556 352.46041874147 144.13136323824
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.7815195461916 RMSE --> 0.6327439433799
512 0 894.541067 0512 400 894.5410671 400
164 0 76.680071 0164 400 76.68007117 400
SKEMA 3A ; ROI 0,2 ; EPOCH 1
No.Skema3a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 275.192055 11.8666890783 2.462 230 262.017084 13.9204711309 2.33 240 252.070037 5.02918207754 2.44 250 262.736745 5.0946981853 2.55 274 259.145628 5.42130368448 2.746 300 275.115304 8.29489860457 37 340 275.192055 19.0611602551 3.48 360 380.488150 5.69115270931 3.69 364 366.833462 0.77842376101 3.64
10 346 362.604613 4.79902099584 3.4611 300 382.251304 27.4171014877 312 260 275.192055 5.84309812798 2.613 242 252.978250 4.53646708981 2.4214 230 263.097210 14.3900911686 2.315 238 252.070037 5.91178024626 2.3816 270 261.733158 3.06179329404 2.717 345 264.811102 23.2431587818 3.4518 400 382.609118 4.34772043801 419 444 365.159753 17.7568124305 4.4420 466 433.852426 6.89862104271 4.6621 452 453.192133 0.263746157 4.5222 420 443.081049 5.49548776916 4.223 370 393.834902 6.44186534779 3.724 320 358.366916 11.989661129 3.225 290 284.409057 1.92791139407 2.926 250 300.195797 20.0783188809 2.527 230 259.145628 12.6720121324 2.328 212 252.070037 18.9009608425 2.1229 236 224.866095 4.71775642318 2.3630 256 260.101943 1.60232139965 2.5631 340 254.274515 25.2133780153 3.432 410 380.488150 7.19801225524 4.133 408 375.958418 7.85332893189 4.0834 376 373.098687 0.77162568886 3.7635 330 356.793765 8.11932257893 3.336 280 347.635451 24.1555180876 2.837 250 291.245315 16.4981258404 2.538 214 259.145628 21.0960878059 2.1439 198 226.723429 14.5067822873 1.9840 230 219.078475 4.74848921153 2.341 280 252.070037 9.97498679068 2.842 390 291.245315 25.3217142049 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 360.053036 18.1697646512 4.444 460 428.370023 6.87608196606 4.645 448 449.780964 0.39753651591 4.4846 420 438.769098 4.46883277467 4.247 364 393.834902 8.19640158979 3.6448 318 362.604613 14.0266077502 3.1849 280 273.255481 2.40875695509 2.850 240 291.245315 21.3522144171 2.451 217 262.736745 21.0768412273 2.1752 200 230.283484 15.1417418748 253 230 219.768015 4.44868925361 2.354 250 252.070037 0.82801479444 2.555 290 259.145628 10.6394386536 2.956 360 300.195797 16.6122785549 3.657 380 366.833462 3.46487829208 3.858 388 356.990296 7.99219177491 3.8859 354 359.263182 1.48677469914 3.5460 300 374.378820 24.7929399587 361 250 275.192055 10.0768220531 2.562 180 259.145628 43.9697932803 1.863 182 200.018035 9.90001897534 1.8264 227 202.974361 10.5839818182 2.2765 290 246.905742 14.8600889428 2.966 335 300.195797 10.389314268 3.3567 438 369.464595 15.6473526554 4.3868 452 425.427867 5.87879041356 4.5269 442 443.081049 0.24458113812 4.4270 424 431.179596 1.69330089194 4.2471 396 401.474671 1.38249270404 3.9672 364 362.786583 0.33335624851 3.6473 300 362.604613 20.8682042152 374 258 275.192055 6.66358726075 2.5875 210 253.300046 20.6190693086 2.176 196 223.408237 13.9837946336 1.9677 220 218.164411 0.83435876677 2.278 246 234.695678 4.59525287776 2.4679 350 262.017084 25.137976114 3.580 450 379.113803 15.7524881742 4.581 464 441.003033 4.95624288637 4.6482 464 452.190823 2.54508127163 4.6483 400 452.190823 13.0477057249 484 270 365.159753 35.244352892 2.785 224 264.811102 18.2192420549 2.2486 202 241.519750 19.5642325486 2.0287 186 220.327302 18.4555388784 1.8688 178 208.673246 17.2321606288 1.7889 200 197.129172 1.43541390533 290 250 219.768015 12.0927941133 2.5
91 320 259.145628 19.0169912798 3.292 368 284.409057 22.7149301747 3.6893 396 359.475698 9.22330870853 3.9694 440 362.786583 17.5485038056 4.495 450 428.370023 4.80666156531 4.596 400 441.003033 10.2507582518 497 315 365.159753 15.9237310503 3.1598 270 260.435781 3.5423035048 2.799 235 264.811102 12.6855754055 2.35
100 208 259.065157 24.5505564194 2.08101 222 222.305614 0.13766374297 2.22102 250 238.010496 4.79580150116 2.5103 336 259.145628 22.8733250284 3.36104 460 372.511112 19.0193234761 4.6105 478 449.780964 5.90356410224 4.78106 490 457.890136 6.55303343221 4.9107 470 466.081620 0.83369779077 4.7108 420 454.884857 8.30591834685 4.2109 330 393.834902 19.3439096324 3.3110 265 347.635451 31.1831889227 2.65111 206 255.948354 24.2467736078 2.06112 184 221.487866 20.3738401329 1.84113 174 205.892893 18.3292486116 1.74114 200 191.963459 4.01827056921 2115 345 219.768015 36.2991261691 3.45116 410 382.609118 6.68070286635 4.1117 450 375.958418 16.4536848982 4.5118 474 441.003033 6.96138544151 4.74119 480 456.354370 4.92617288939 4.8120 425 458.785372 7.94949933698 4.25121 370 403.352566 9.01420694142 3.7122 300 358.366916 19.4556385376 3123 240 275.192055 14.6633563053 2.4124 204 262.736745 28.7925222859 2.04125 190 220.863583 16.2439911218 1.9126 230 213.483244 7.18119807702 2.3127 350 252.070037 27.9799894325 3.5128 466 379.113803 18.645106606 4.66129 494 453.192133 8.26070189683 4.94130 510 470.827321 7.68091741791 5.1131 508 500.814106 1.41454605695 5.08132 480 496.247965 3.38499277984 4.8133 407 458.785372 12.7236786688 4.07134 330 371.802058 12.6672901862 3.3135 270 347.635451 28.7538706094 2.7136 210 264.811102 26.1005248585 2.1137 180 223.408237 24.1156874899 1.8138 170 200.018035 17.6576673736 1.7
139 210 188.211932 10.3752706682 2.1140 335 223.408237 33.310973886 3.35141 420 369.464595 12.0322391978 4.2142 444 393.834902 11.2984455435 4.44143 458 433.852426 5.27239608276 4.58144 466 448.348390 3.78789917296 4.66145 420 453.192133 7.90288872134 4.2146 340 393.834902 15.8337946432 3.4147 270 380.488150 40.9215369457 2.7148 215 264.811102 23.167954513 2.15149 180 227.807819 26.5598993025 1.8150 183 200.018035 9.29947242356 1.83151 230 204.444818 11.1109488774 2.3152 370 252.070037 31.8729629767 3.7153 470 358.366916 23.7517200824 4.7154 496 454.884857 8.28934333533 4.96155 512 473.643166 7.49156911223 5.12156 500 505.556551 1.11131026365 5157 450 480.143954 6.6986563759 4.5158 380 441.003033 16.0534297388 3.8159 290 356.990296 23.1001020391 2.9160 220 300.195797 36.4526350919 2.2161 174 234.695678 34.8825735176 1.74162 164 191.963459 17.0508895497 1.64163 194 186.365471 3.93532420458 1.94164 225 216.952656 3.57659716411 2.25165 266 243.313644 8.52870530483 2.66166 350 257.262938 26.4963033483 3.5167 426 379.113803 11.0061494798 4.26168 460 405.210884 11.9106774916 4.6169 456 449.780964 1.36382377384 4.56170 390 446.755228 14.5526224511 3.9171 248 360.053036 45.1826756188 2.48172 208 260.740315 25.3559207167 2.08173 194 222.305614 14.5905224275 1.94174 184 216.952656 17.9090523808 1.84175 234 205.892893 12.0115843657 2.34176 288 257.892255 10.4540779958 2.88177 380 301.252493 20.723028163 3.8178 445 356.990296 19.7774615925 4.45179 474 435.136136 8.19912737181 4.74180 510 510.000000 0 5.1181 500 500.814106 0.16282120614 5182 470 480.143954 2.15828801948 4.7183 404 454.884857 12.5952616477 4.04184 312 368.460079 18.0961790629 3.12185 240 253.443605 5.60150215089 2.4186 190 262.736745 38.2824976122 1.9
187 180 213.483244 18.6018024571 1.8188 236 200.018035 15.246595536 2.36189 276 260.101943 5.76016565829 2.76190 344 280.709784 18.3983184988 3.44191 408 382.743323 6.1903620756 4.08192 452 373.098687 17.4560426084 4.52193 442 443.081049 0.24458113812 4.42194 415 431.179596 3.89869777875 4.15195 368 384.391768 4.45428487643 3.68196 320 359.475698 12.3361554732 3.2197 246 284.409057 15.6134377875 2.46198 230 262.017084 13.9204711309 2.3199 242 252.070037 4.16117230831 2.42200 280 263.097210 6.03671082582 2.8201 350 291.245315 16.7870529711 3.5202 405 379.113803 6.39165352687 4.05203 465 369.483925 20.5410914506 4.65204 500 452.706757 9.45864867006 5205 510 480.143954 5.85412672714 5.1206 460 500.814106 8.8726317458 4.6207 405 449.780964 11.0570280472 4.05208 290 369.483925 27.4082499154 2.9209 240 300.195797 25.0815821676 2.4210 207 262.736745 26.9259639919 2.07211 192 221.866423 15.5554287723 1.92212 210 215.397307 2.57014628765 2.1213 300 223.408237 25.5305875061 3214 370 275.192055 25.623768883 3.7215 410 358.366916 12.5934352164 4.1216 424 375.958418 11.3305618024 4.24217 418 401.474671 3.9534279646 4.18218 400 390.004133 2.49896685724 4219 320 365.159753 14.1124227526 3.2220 244 284.409057 16.5610889169 2.44221 228 262.836669 15.2792408997 2.28222 190 248.672813 30.880427887 1.9223 200 213.483244 6.74162221143 2224 250 219.768015 12.0927941133 2.5225 336 259.145628 22.8733250284 3.36226 410 372.511112 9.14363121708 4.1227 456 375.958418 17.552978518 4.56228 488 446.755228 8.45179763132 4.88229 510 464.139793 8.99219749846 5.1230 480 500.814106 4.33627208973 4.8231 428 458.785372 7.1928439678 4.28232 330 408.859609 23.896851223 3.3233 280 347.635451 24.1555180876 2.8234 254 291.245315 14.6635096854 2.54
235 234 255.711442 9.27839394517 2.34236 222 257.892255 16.1676826 2.22237 246 238.010496 3.24776575321 2.46238 290 262.017084 9.64928151689 2.9239 355 300.195797 15.437803605 3.55240 390 373.096157 4.33431881805 3.9241 396 360.053036 9.07751627912 3.96242 380 362.786583 4.52984651173 3.8243 345 356.990296 3.47544809083 3.45244 290 382.609118 31.9341787062 2.9245 250 300.195797 20.0783188809 2.5246 214 259.145628 21.0960878059 2.14247 202 226.723429 12.2393212519 2.02248 216 220.327302 2.00338070083 2.16249 260 228.995431 11.92483439 2.6250 330 252.978250 23.3399241341 3.3251 380 347.635451 8.5169866723 3.8252 435 356.990296 17.9332653073 4.35253 474 420.774091 11.2290947603 4.74254 486 456.354370 6.09992384137 4.86255 474 462.465737 2.43338874019 4.74256 435 456.354370 4.90905060481 4.35257 350 420.774091 20.2211688104 3.5258 306 379.113803 23.8933997438 3.06259 273 256.977412 5.86907980575 2.73260 254 272.375690 7.23452355771 2.54261 240 255.711442 6.54643409654 2.4262 250 262.736745 5.0946981853 2.5263 290 259.145628 10.6394386536 2.9264 336 300.195797 10.6560127374 3.36265 366 372.511112 1.77899235246 3.66266 374 360.890657 3.50517193169 3.74267 362 357.042901 1.36936441534 3.62268 338 364.597326 7.86903135684 3.38269 300 377.308327 25.769442398 3270 274 275.192055 0.43505661779 2.74271 250 275.115304 10.0461216745 2.5272 240 259.145628 7.97734496022 2.4273 250 262.736745 5.0946981853 2.5274 270 259.145628 4.02013781314 2.7275 310 264.811102 14.5770638055 3.1276 348 252.200961 27.5284595937 3.48277 384 380.972762 0.78834310996 3.84278 420 357.898895 14.7859773914 4.2279 450 393.834902 12.4811329363 4.5280 430 441.003033 2.55884488541 4.3281 395 412.406497 4.40670804759 3.95282 360 362.282628 0.63406334868 3.6
283 326 366.833462 12.5256019908 3.26284 296 323.477730 9.2830169606 2.96285 278 288.204962 3.67084979401 2.78286 274 286.195207 4.45080551957 2.74287 278 275.115304 1.03766036464 2.78288 294 286.195207 2.65469145455 2.94289 314 293.517078 6.52322365953 3.14290 328 257.420569 21.5181191098 3.28291 334 336.121412 0.6351532894 3.34292 334 365.973502 9.57290480448 3.34293 316 365.973502 15.8143993819 3.16294 305 264.107747 13.4072961196 3.05295 290 259.378933 10.5589887592 2.9296 280 300.195797 7.21278471508 2.8297 272 291.245315 7.0754833092 2.72298 268 269.723405 0.64306149929 2.68299 268 260.603841 2.75976073335 2.68300 286 286.000000 0 2.86301 316 300.753018 4.82499434343 3.16302 360 264.107747 26.6367369903 3.6303 396 366.833462 7.36528724998 3.96304 418 362.786583 13.2089513743 4.18305 422 390.004133 7.58195910639 4.22306 412 397.672417 3.47756872665 4.12307 382 379.141162 0.74838699284 3.82308 356 357.372277 0.38547103591 3.56309 328 371.806626 13.3556785339 3.28310 294 336.121412 14.3270108798 2.94311 276 293.517078 6.34676728589 2.76312 264 280.709784 6.32946377423 2.64313 258 254.878366 1.2099355599 2.58314 266 253.300046 4.77441896688 2.66315 295 257.262938 12.7922243116 2.95316 320 290.999626 9.06261689669 3.2317 338 284.409057 15.8553085925 3.38318 348 377.308327 8.42193310172 3.48319 344 380.972762 10.7478960633 3.44320 330 382.743323 15.9828250702 3.3321 312 347.635451 11.4216187966 3.12322 286 253.443605 11.3833548384 2.86323 262 300.753018 14.7912281965 2.62324 248 253.467301 2.20455665379 2.48325 238 260.740315 9.55475423985 2.38326 248 261.733158 5.53756375246 2.48327 280 260.740315 6.87845889613 2.8328 330 291.245315 11.7438440603 3.3329 380 347.635451 8.5169866723 3.8330 402 356.990296 11.1964438026 4.02
331 420 366.663497 12.6991674337 4.2332 428 393.834902 7.98249958252 4.28333 414 408.859609 1.24164032946 4.14334 392 382.589494 2.40063929758 3.92335 368 360.898142 1.92985281574 3.68336 325 359.475698 10.6079069274 3.25337 274 316.886409 15.6519739662 2.74338 250 275.115304 10.0461216745 2.5339 232 259.145628 11.700701683 2.32340 250 255.181669 2.0726675083 2.5341 265 259.145628 2.20919701716 2.65342 310 255.948354 17.4360149574 3.1343 340 252.200961 25.8232468783 3.4344 370 380.488150 2.83463506852 3.7345 360 358.366916 0.45363455204 3.6346 336 366.833462 9.1766257411 3.36347 304 372.511112 22.5365500033 3.04348 270 262.131250 2.91435172428 2.7349 240 264.811102 10.3379592512 2.4350 226 262.736745 16.2551971076 2.26351 250 245.114110 1.95435585716 2.5352 315 259.145628 17.731546697 3.15353 354 260.435781 26.4305704698 3.54354 390 374.378820 4.00543080097 3.9355 420 360.053036 14.2730867775 4.2356 452 393.834902 12.8683845604 4.52357 462 443.081049 4.09501111895 4.62358 445 451.058548 1.36147147989 4.45359 390 435.136136 11.5733682712 3.9
327.288888888889 325.930757085459 11.8066470487 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.070762154891 0.074468345679 0.0672404163025 0
2.75192055132736 0.4124492705401 0.660788345679 0.2574415875847 0.08521760828732.62017083601028 0.6218090278108 0.9465127901235 0.4084957658274 0.10250936423152.52070036986105 0.6447220190006 0.7619350123457 0.5455405973595 0.01456857928462.62736745463244 0.4884194942713 0.5973572345679 0.3993483104909 0.01622246849952.59145627904531 0.3558905328353 0.2839705679012 0.4460253479713 0.02206523703512.75115304186304 0.1386697248004 0.074468345679 0.2582210253346 0.0619248085742.75192055132736 -0.0644945278155 0.0161572345679 0.2574415875847 0.42000697179183.80488149753519 0.1784632933497 0.1070016790123 0.2976509094737 0.04197642803233.6683346249009 0.1501583762854 0.1347705679012 0.1673031309418 0.00080285096833.6260461264561 0.0686208586259 0.0350105679012 0.1344971681647 0.0275713161111
3.82251304463153 -0.1536925159551 0.074468345679 0.3172004056923 0.6765277085892.75192055132736 0.3414150878063 0.4527794567901 0.2574415875847 0.02307985391562.52978250357331 0.6222038240501 0.7274194567901 0.5322068237918 0.01205219809082.63097209687717 0.6113006011274 0.9465127901235 0.3948054678584 0.10954252891132.52070036986105 0.6594941630205 0.7972505679012 0.5455405973595 0.0197965940792.61733158106102 0.3677809114862 0.3282016790123 0.4121331714714 0.0068340674899
2.648111022029 -0.1082496998698 0.031368345679 0.3735612212963 0.64302593299143.82609118247967 0.4121146616083 0.5286905679012 0.3212436624068 0.03024427681133.65159752808403 0.4578459678598 1.362148345679 0.1538914105431 0.62157845772324.33852425940966 1.4969934599913 1.9240772345679 1.1647086608558 0.10334665178814.53192132629649 1.5870907545644 1.5552861234568 1.6195457705399 0.00014211802074.43081048630471 1.0861133696129 0.8595350123457 1.3724190809081 0.05327348058823.93834901786826 0.2900261469245 0.1824239012346 0.4610972867624 0.05681025431883.58366915612654 -0.0236423555487 0.0053127901235 0.1052104380001 0.14720202136292.84409056957189 0.1548298062561 0.1390461234568 0.1724051581542 0.00312586441083.00195797202238 0.1989026454974 0.5973572345679 0.0662288160191 0.25196180567682.59145627904531 0.6497451012313 0.9465127901235 0.4460253479713 0.08494676259492.52070036986105 0.8515320352788 1.3291527901235 0.5455405973595 0.16056078640682.24866094841295 0.9226080722201 0.8333661234568 1.0214065954527 0.01239638440832.60101942783113 0.4692863028487 0.5082105679012 0.4333432792453 0.00168259345962.54274514747856 -0.0910830458158 0.0161572345679 0.5134617065945 0.73488588217163.80488149753519 0.45125025669 0.6841127901235 0.2976509094737 0.08709493049713.75958417957894 0.4037788095304 0.651428345679 0.2502766852367 0.10266629797613.73098687409893 0.2297602294915 0.2372772345679 0.2224813651091 0.00084176147463.56793764510456 0.0083673042352 0.0007350123457 0.0952525227315 0.07179058166423.4763545064526 -0.1026390842117 0.2236239012346 0.0471093722525 0.4574554183987
2.91245314601032 0.2680799310241 0.5973572345679 0.120307992034 0.17011759765382.59145627904531 0.7566013079208 1.2834372345679 0.4460253479713 0.20381277188942.26723428928767 1.2826405227014 1.6715616790123 0.984209395999 0.08250353694262.19078474813471 1.0395539817484 0.9465127901235 1.1417410226733 0.011927971242.52070036986105 0.3492791386032 0.2236239012346 0.5455405973595 0.07800828339582.91245314601032 -0.2175162637579 0.393268345679 0.120307992034 0.9752487888249
3.60053035534693 0.3845959917656 1.2703794567901 0.1164329886567 0.63915171272174.28370022956127 1.3594828795103 1.7612239012346 1.0493803192121 0.10004554477964.49780963591299 1.4950096038661 1.4571172345679 1.5338873651539 0.00031718313144.38769097653598 1.0461367930006 0.8595350123457 1.2732491102171 0.0352279026733.93834901786826 0.2492836601037 0.1347705679012 0.4610972867624 0.0890121364633.6260461264561 -0.0340659369425 0.008628345679 0.1344971681647 0.1989571469265
2.73255480525751 0.2490955300424 0.2236239012346 0.2774684760642 0.00454885429392.91245314601032 0.3027653735085 0.7619350123457 0.120307992034 0.26260822685592.62736745463244 0.6969597326246 1.2163639012346 0.3993483104909 0.2091849885572.30283483749596 1.2174835148174 1.6202461234568 0.9148400896585 0.09170893880122.19768014716708 1.0328455246453 0.9465127901235 1.1270527867254 0.01046935228382.52070036986105 0.5708612989012 0.5973572345679 0.5455405973595 0.00042850531242.59145627904531 0.2490343261458 0.1390461234568 0.4460253479713 0.09519922774063.00195797202238 -0.084181913218 0.1070016790123 0.0662288160191 0.35765426722763.6683346249009 0.2156027049329 0.2778461234568 0.1673031309418 0.017335771
3.56990295913356 0.188565911284 0.3685839012346 0.0964694952202 0.09616017475413.59263182434946 0.0890346117113 0.071348345679 0.1111050579679 0.00277010893443.74378819876214 -0.1322093802379 0.074468345679 0.2347214788177 0.55322088461782.75192055132736 0.392153789759 0.5973572345679 0.2574415875847 0.06346396418112.59145627904531 0.983670747136 2.1694016790123 0.4460253479713 0.62640304164022.00018034535122 1.8293719556313 2.1108861234568 1.5854013700038 0.03246495685092.02974361272721 1.2331160317842 1.0057861234568 1.5118275271259 0.05772313162542.46905742066015 0.2946755004503 0.1390461234568 0.6244952998823 0.18571150668813.00195797202238 -0.01984451351 0.0059461234568 0.0662288160191 0.12113325323883.69464595369449 0.4819679607352 1.2256950123457 0.1895195075737 0.46971016878734.25427867330714 1.240839517103 1.5552861234568 0.9899674947156 0.07060782345944.43081048630471 1.3438440110119 1.3158639012346 1.3724190809081 0.00011686661414.31179595781816 1.0178732133479 0.9353039012346 1.1077318046932 0.0051546595594.01474671107989 0.519070627017 0.4721216790123 0.5706882945843 0.00299720237413.62786583255411 0.1353018329617 0.1347705679012 0.135835192267 0.00014723801963.6260461264561 -0.1000788769508 0.074468345679 0.1344971681647 0.3919337524507
2.75192055132736 0.3515628281969 0.4800950123457 0.2574415875847 0.02955667596872.53300045548098 0.8518775455426 1.375668345679 0.5275220258423 0.18748939444672.23408237481812 1.3460067684852 1.7236772345679 1.051086702588 0.07512114818592.18164410713111 1.1562131561904 1.1510905679012 1.1613585410445 0.0003369388032.34695677920707 0.7416398212992 0.660788345679 0.8323839670199 0.01277876976722.62017083601028 -0.1451550540024 0.0515794567901 0.4084957658274 0.77409935780683.79113803216174 0.6526150682974 1.5058016790123 0.2828436395742 0.50248528944754.41003033007256 1.5731658699353 1.8689927901235 1.3241628685822 0.05288604908654.52190822899634 1.7261153886418 1.8689927901235 1.59416042194 0.01394566637884.52190822899634 0.9180509674311 0.5286905679012 1.59416042194 0.27238819949413.65159752808403 -0.2247385577194 0.3282016790123 0.1538914105431 0.9055378554556
2.648111022029 0.6312981242092 1.0668594567901 0.3735612212963 0.16655460630162.41519749748256 1.057576131927 1.5697305679012 0.7125218159681 0.15618106201652.20327302313794 1.4920594787517 1.9962550123457 1.1152089659711 0.11783636841432.08673245919258 1.7505243555879 2.2287172345679 1.3749323924892 0.09408480152231.97129172189347 1.6395010628554 1.6202461234568 1.658984827175 0.00082416523182.19768014716708 0.8205200399078 0.5973572345679 1.1270527867254 0.0913972934169
2.59145627904531 0.048678938603 0.0053127901235 0.4460253479713 0.37032546031342.84409056957189 -0.1690394547444 0.1657394567901 0.1724051581542 0.69874457587863.59475697514212 0.2304910129016 0.4721216790123 0.1125263028369 0.13340246720733.62786583255411 0.4154061118533 1.2703794567901 0.135835192267 0.59619117253744.28370022956127 1.2570436136396 1.5058016790123 1.0493803192121 0.04678559069184.41003033007256 0.8367033040358 0.5286905679012 1.3241628685822 0.16812487157943.65159752808403 -0.0482080769662 0.0151016790123 0.1538914105431 0.251600080182.60435780537033 0.3752134434263 0.3282016790123 0.4289591953079 0.0091474293936
2.648111022029 0.5640665038384 0.8517239012346 0.3735612212963 0.08887018145522.59065157352271 0.7976323097061 1.4229839012346 0.4471008427679 0.26076502954122.22305613509389 1.0910576228076 1.1085750123457 1.0738170381161 9.3399617121E-062.38010496247096 0.6795259271018 0.5973572345679 0.7729972265886 0.01437482002412.59145627904531 -0.0581772680865 0.007588345679 0.4460253479713 0.59065945101893.72511112009986 0.6181730657984 1.7612239012346 0.2169729464895 0.76543055217294.49780963591299 1.8665602233836 2.2713839012346 1.5338873651539 0.07963140158364.57890136182168 2.1471257194358 2.6474905679012 1.7413277731589 0.103104335444.66081620383396 2.000108542443 2.0366461234568 1.9642264483157 0.0015353698824.54884857056751 1.1955477890672 0.8595350123457 1.6629159899406 0.1216953251873.93834901786826 0.018409568119 0.0007350123457 0.4610972867624 0.40748946861343.4763545064526 -0.1351961245514 0.3879905679012 0.0471093722525 0.6828617703345
2.55948353632072 0.8488087956635 1.4710994567901 0.4897536793113 0.24948380305552.21487865844543 1.4965505838254 2.0531705679012 1.0908317530762 0.14053400855782.05892892584265 1.8400470873983 2.349748345679 1.4409088914007 0.10171565973911.91963458861579 1.7052548538364 1.6202461234568 1.7947236993406 0.0064585993472.19768014716708 -0.1880260125953 0.031368345679 1.1270527867254 1.56830501379953.82609118247967 0.4687930227708 0.6841127901235 0.3212436624068 0.07502604031543.75958417957894 0.6138949851946 1.5058016790123 0.2502766852367 0.54821558712984.41003033007256 1.6882381458571 2.1524150123457 1.3241628685822 0.1088799830724.56354370130942 1.9917134863301 2.332068345679 1.7010318839838 0.05591158119044.5878537218217 1.2981372057339 0.9547461234568 1.7650348752495 0.1141451373488
4.03352565683246 0.3306771469443 0.1824239012346 0.5994136446552 0.11123936376553.58366915612654 -0.0885146726031 0.074468345679 0.1052104380001 0.34066968381352.75192055132736 0.4428924917118 0.7619350123457 0.2574415875847 0.12384807444662.62736745463244 0.7791119477334 1.5200150123457 0.3993483104909 0.34500052676142.20863583131503 1.4424555570834 1.8848239012346 1.1039111042671 0.09525607637152.13483244422856 1.0939893565264 0.9465127901235 1.2644443104006 0.02728032147952.52070036986105 -0.1677459020923 0.0515794567901 0.5455405973595 0.95902776559033.79113803216174 0.7377079421065 1.9240772345679 0.2828436395742 0.75492111915584.53192132629649 2.12158853185 2.7792594567901 1.6195457705399 0.16652820393164.70827321168662 2.6474212219824 3.3383350123457 2.0995014283118 0.15344987668235.0081410603068 3.1603364302723 3.2656505679012 3.0584185738296 0.0051637072138
4.96247965343231 2.6009330114387 2.332068345679 2.9007951428721 0.02639963777954.5878537218217 1.0589988985598 0.6353861234568 1.7650348752495 0.2681724772046
3.71802057614359 0.0124362192545 0.0007350123457 0.2104176212213 0.17474120207943.4763545064526 -0.1243437777715 0.3282016790123 0.0471093722525 0.60272631968932.648111022029 0.7168656410448 1.375668345679 0.3735612212963 0.3004256924697
2.23408237481812 1.510042799851 2.1694016790123 1.051086702588 0.18842750812772.00018034535122 1.9804672226917 2.4739794567901 1.5854013700038 0.0901082397352
1.88211931596782 1.615288802065 1.375668345679 1.8966474893981 0.04747199247432.23408237481812 -0.0790562540055 0.0059461234568 1.051086702588 1.24527214619163.69464595369449 0.403607051824 0.8595350123457 0.1895195075737 0.25538271211743.93834901786826 0.7925168177146 1.362148345679 0.4610972867624 0.25165370787374.33852425940966 1.4106561249069 1.7085394567901 1.1647086608558 0.05831053329374.48348389854007 1.6980685860917 1.9240772345679 1.4986076812655 0.03115793407464.53192132629649 1.179854352823 0.8595350123457 1.6195457705399 0.11017176685043.93834901786826 0.0863137128204 0.0161572345679 0.4610972867624 0.28981966503973.80488149753519 -0.3125532406628 0.3282016790123 0.2976509094737 1.2207631235956
2.648111022029 0.6863058136035 1.2608794567901 0.3735612212963 0.24811459026682.27807818744527 1.4452418562749 2.1694016790123 0.9628111028658 0.2285587533112.00018034535122 1.8167806833763 2.081928345679 1.5854013700038 0.02896134994392.04444817582073 1.1819232069907 0.9465127901235 1.475883349702 0.06530673484142.52070036986105 -0.315467342291 0.1824239012346 0.5455405973595 1.39074761764593.58366915612654 0.4629000223592 2.0366461234568 0.1052104380001 1.24619455298324.54884857056751 2.175598948849 2.8463439012346 1.6629159899406 0.16904549792444.73643166145362 2.7284123202354 3.4118194567901 2.181895579028 0.14712467033525.05556551318262 3.1023370506163 2.9829127901235 3.2265425953765 0.00308752625524.80143953691569 1.8923672703532 1.5058016790123 2.3781710007475 0.09086579441594.41003033007256 0.6065587521922 0.2778461234568 1.3241628685822 0.37213700360843.56990295913356 -0.1158175692294 0.1390461234568 0.0964694952202 0.44876997465593.00195797202238 0.2761075251471 1.1510905679012 0.0662288160191 0.64313658889022.34695677920707 1.3985323912855 2.349748345679 0.8323839670199 0.36839653182541.91963458861579 2.1875371274424 2.6663261234568 1.7947236993406 0.07819550315031.8636547104312 1.8602501904043 1.7765927901235 1.947846906808 0.0058286032393
2.16952656380761 1.1147248834305 1.0463016790123 1.1876226433203 0.00647597393262.43313643889154 0.5063511071009 0.3756327901235 0.6825587392891 0.05146707535882.57262938280817 -0.155952246263 0.0515794567901 0.4715269339387 0.86001626163083.79113803216174 0.5249757575836 0.974388345679 0.2828436395742 0.21983154488524.05210883538704 1.052135367064 1.7612239012346 0.6285338450443 0.30018472826094.49780963591299 1.5940897690707 1.6566550123457 1.5338873651539 0.00386764138534.46755227559147 0.7577036792817 0.393268345679 1.4598552665247 0.32211558552913.60053035534693 -0.2705517544597 0.6286727901235 0.1164329886567 1.25558827725392.60740315090833 0.7776495391714 1.4229839012346 0.4249793727455 0.2781540835882.22305613509389 1.3812080248206 1.7765927901235 1.0738170381161 0.08012077561432.16952656380761 1.5615350963198 2.0531705679012 1.1876226433203 0.10858775625492.05892892584265 1.1198199003911 0.8702816790123 1.4409088914007 0.0790009487282.57892255371999 0.2673157133987 0.1543616790123 0.4629237715412 0.09064762865853.01252492980612 -0.130081872126 0.2778461234568 0.0609016719229 0.62011698617693.56990295913356 0.365605282603 1.3855905679012 0.0964694952202 0.77457080134194.35136136257604 1.6021642517656 2.1524150123457 1.1925814840132 0.1510399904988
5.1 3.3631495894297 3.3383350123457 3.3881486187132 05.0081410603068 3.0204297511161 2.9829127901235 3.0584185738296 6.6276862919E-05
4.80143953691569 2.2007936635654 2.0366461234568 2.3781710007475 0.01028997964974.54884857056751 0.9892212291131 0.5884594567901 1.6629159899406 0.25892686776863.68460078676265 -0.0650226072322 0.0233750123457 0.1808743194974 0.3187740484132.53443605162141 0.6327322950106 0.7619350123457 0.5254387193954 0.01807305197562.62736745463244 0.8675835640045 1.8848239012346 0.3993483104909 0.5290634140585
2.13483244422856 1.6562269198394 2.1694016790123 1.2644443104006 0.11211276570812.00018034535122 1.1494432538595 0.8333661234568 1.5854013700038 0.12947018387162.60101942783113 0.337628674244 0.2630550123457 0.4333432792453 0.02527482232712.80709784363978 -0.0755692699701 0.0279261234568 0.2044936373877 0.40056513952543.82743322731546 0.4585405298369 0.651428345679 0.3227667615291 0.06378997466433.73098687409893 0.5882364999572 1.5552861234568 0.2224813651091 0.62254171284424.43081048630471 1.3438440110119 1.3158639012346 1.3724190809081 0.00011686661414.31179595781816 0.9231492585212 0.7693239012346 1.1077318046932 0.02617793196633.84391768345262 0.2380012725066 0.1657394567901 0.3417689837519 0.02686900694853.59475697514212 -0.024450534357 0.0053127901235 0.1125263028369 0.15583306942342.84409056957189 0.3375252868205 0.660788345679 0.1724051581542 0.14752556563412.62017083601028 0.6218090278108 0.9465127901235 0.4084957658274 0.10250936423152.52070036986105 0.6299498749807 0.7274194567901 0.5455405973595 0.01014056449022.63097209687717 0.2971328641387 0.2236239012346 0.3948054678584 0.02857043203412.91245314601032 -0.0787744938202 0.0515794567901 0.120307992034 0.34521130563323.79113803216174 0.4132913607091 0.6039016790123 0.2828436395742 0.06700951839313.69483924754677 0.5997755112137 1.8964350123457 0.1896878414023 0.9123320630274.52706756649689 2.189562374696 2.9829127901235 1.607215406551 0.22366508665924.80143953691569 2.8176464499899 3.3383350123457 2.3781710007475 0.08913835011715.0081410603068 2.3208963553352 1.7612239012346 3.0584185738296 0.1665791251084
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2.91245314601032 0.2542057540303 0.5371261234568 0.120307992034 0.138721345973
2.55711441831694 0.6550681898562 0.8702816790123 0.4930752234708 0.04713867064112.57892255371999 0.7163698247075 1.1085750123457 0.4629237715412 0.12882539956892.38010496247096 0.7146940314372 0.660788345679 0.7729972265886 0.00638321702182.62017083601028 0.2383269869042 0.1390461234568 0.4084957658274 0.07830436101923.00195797202238 -0.0713144332764 0.0767905679012 0.0662288160191 0.30035006442983.73096156609603 0.2957794610159 0.393268345679 0.2224574912272 0.02857399213673.60053035534693 0.234457966589 0.4721216790123 0.1164329886567 0.1292184254273.62786583255411 0.1942711548336 0.2778461234568 0.135835192267 0.02963017160233.56990295913356 0.0550098943241 0.031368345679 0.0964694952202 0.0143767196093.82609118247967 -0.2113473111793 0.1390461234568 0.3212436624068 0.85764487826663.00195797202238 0.1989026454974 0.5973572345679 0.0662288160191 0.25196180567682.59145627904531 0.7566013079208 1.2834372345679 0.4460253479713 0.20381277188942.26723428928767 1.2429575914387 1.5697305679012 0.984209395999 0.06112479379962.20327302313794 1.1752491144367 1.2385216790123 1.1152089659711 0.00187255453152.28995430585921 0.6522670414236 0.4527794567901 0.9396457523572 0.09612833245522.52978250357331 -0.0197782351574 0.0007350123457 0.5322068237918 0.59323499180183.4763545064526 0.1144078513863 0.2778461234568 0.0471093722525 0.1047464054935
3.56990295913356 0.3345457437752 1.160168345679 0.0964694952202 0.60855139316864.20774090836383 1.391457087608 2.1524150123457 0.8995257956989 0.28329974062944.56354370130942 2.0699676541574 2.5189216790123 1.7010318839838 0.08788633703334.62465737371511 2.00311986633 2.1524150123457 1.8641800841713 0.01330392143834.56354370130942 1.4048072276255 1.160168345679 1.7010318839838 0.04560091236894.20774090836383 0.2153997490965 0.0515794567901 0.8995257956989 0.50089719337173.79113803216174 -0.1132207959849 0.0453216790123 0.2828436395742 0.53456282207332.56977412130314 0.3743400482787 0.294728345679 0.4754563780503 0.02567233220422.72375689836581 0.392499137304 0.5371261234568 0.2868145228032 0.0337665976972.55711441831694 0.612936600704 0.7619350123457 0.4930752234708 0.02468494044312.62736745463244 0.4884194942713 0.5973572345679 0.3993483104909 0.01622246849952.59145627904531 0.2490343261458 0.1390461234568 0.4460253479713 0.09519922774063.00195797202238 -0.0224180094983 0.007588345679 0.0662288160191 0.12819409379833.72511112009986 0.1803177295078 0.1498550123457 0.2169729464895 0.00423945796073.60890656975482 0.1633015768196 0.2181927901235 0.122219460032 0.01718548745343.57042900816467 0.1079937077952 0.1204861234568 0.0967965487539 0.00245728323153.64597325986131 0.0414161915781 0.0114727901235 0.149510355055 0.07074177496133.77308327193992 -0.1402036802073 0.074468345679 0.2639654710257 0.59765774535332.75192055132736 0.2703809050725 0.2839705679012 0.2574415875847 0.00014209954392.75115304186304 0.3927469892961 0.5973572345679 0.2582210253346 0.06307785043712.59145627904531 0.5829599720504 0.7619350123457 0.4460253479713 0.03665550678592.62736745463244 0.4884194942713 0.5973572345679 0.3993483104909 0.01622246849952.59145627904531 0.3826045845076 0.3282016790123 0.4460253479713 0.0117817393587
2.648111022029 0.1056690922192 0.0298905679012 0.3735612212963 0.20420364841172.52200960613874 -0.1527026006923 0.0428950123457 0.5436082887741 0.91774559473053.80972762457747 0.3121493282446 0.3216150123457 0.3029622355403 0.00091641671373.5789889495602 0.2963801582133 0.8595350123457 0.1021961838911 0.3856547247683
3.93834901786826 0.8332593045354 1.5058016790123 0.4610972867624 0.31545182572954.41003033007256 1.1819201318012 1.0549572345679 1.3241628685822 0.01210667353594.12406496787985 0.5855368419413 0.4584794567901 0.7478053557099 0.0302986130433.62282628055243 0.1189110090389 0.1070016790123 0.1321458523004 0.0005210390839
3.6683346249009 -0.0052719042522 0.0001661234568 0.1673031309418 0.1667371658933.23477730203365 0.0076752485555 0.0978994567901 0.0006017340884 0.07550256571292.88204962427344 0.1859462501149 0.2429394567901 0.1423235582586 0.01041412581442.86195207123616 0.2117463306856 0.2839705679012 0.157891393077 0.01487230767882.75115304186304 0.2504637211785 0.2429394567901 0.2582210253346 0.00083214699382.86195207123616 0.1322752307619 0.1108150123457 0.157891393077 0.00609147918432.93517077709064 0.0430741783713 0.0176594567901 0.1050646610716 0.04195501055772.57420569319933 -0.0048718355744 5.0567901235E-05 0.4693645827668 0.49814560351223.3612141198658 0.0068390617336 0.0045039012346 0.0103849447314 0.0004500388817
3.65973502046947 0.026873131063 0.0045039012346 0.1603421424051 0.10223048331463.65973502046947 -0.0452038098676 0.0127439012346 0.1603421424051 0.24973509068362.64107746835078 0.1377966206247 0.0496794567901 0.3822084596419 0.16721763689042.59378932598363 0.2481643588652 0.1390461234568 0.4429145342561 0.09376497688163.00195797202238 0.1216977658478 0.2236239012346 0.0662288160191 0.04078702246342.91245314601032 0.1917719575583 0.3056861234568 0.120307992034 0.03703821340932.69723404818096 0.3332471463318 0.3515172345679 0.3159266448907 0.00029701241672.60603841234635 0.3873160255333 0.3515172345679 0.4267605934581 0.0054703164482
2.86 0.1648696592551 0.1704772345679 0.1594465361418 03.00753017874764 0.0284228700423 0.0127439012346 0.0633918551762 0.02324704639272.64107746835078 -0.2022299357524 0.1070016790123 0.3822084596419 0.91953242170453.6683346249009 0.2810470335803 0.4721216790123 0.1673031309418 0.0850686910317
3.62786583255411 0.3343232942794 0.8228505679012 0.135835192267 0.30485213886123.90004132571025 0.6068460584877 0.8970194567901 0.4105397446114 0.10237355325333.97672416846221 0.6077315711289 0.7175972345679 0.5146865745229 0.02052796390283.79141161687353 0.2911200358441 0.2993305679012 0.2831347157897 0.00081729564983.57372276887832 0.0902720968548 0.0824327901235 0.0988569167483 0.00018831438573.71806625591052 0.0032622839826 5.0567901235E-05 0.2104595311142 0.19190204456753.3612141198658 -0.0339235578708 0.1108150123457 0.0103849447314 0.1774213347743
2.93517077709064 0.1662461600016 0.2630550123457 0.1050646610716 0.03068480114652.80709784363978 0.2861985118017 0.400548345679 0.2044936373877 0.02792168934912.54878366255469 0.4923141213509 0.4800950123457 0.5048442242658 0.00097445972352.53300045548098 0.4451455609334 0.3756327901235 0.5275220258423 0.0161288843082.57262938280817 0.2217207571625 0.1042572345679 0.4715269339387 0.14240858271972.90999625930594 0.0254609133751 0.0053127901235 0.1220183923758 0.08410216961652.84409056957189 -0.0444743543596 0.0114727901235 0.1724051581542 0.28719891762183.77308327193992 0.1064086563137 0.0428950123457 0.2639654710257 0.0858978042913.80972762457747 0.0919813067555 0.0279261234568 0.3029622355403 0.13669851637573.82743322731546 0.0154025177974 0.0007350123457 0.3227667615291 0.27818580927643.4763545064526 -0.0331840648203 0.0233750123457 0.0471093722525 0.1269885342691
2.53443605162141 0.2992913961634 0.1704772345679 0.5254387193954 0.10599188448393.00753017874764 0.16438266178 0.4262639012346 0.0633918551762 0.15017963944022.53467300501391 0.5745546957599 0.6286727901235 0.5250952540111 0.00298913747732.60740315090833 0.5820782131876 0.7972505679012 0.4249793727455 0.0517121930432.61733158106102 0.5090156292408 0.6286727901235 0.4121331714714 0.01885996315672.60740315090833 0.3082783568101 0.2236239012346 0.4249793727455 0.037093546282.91245314601032 -0.0094036088513 0.0007350123457 0.120307992034 0.15019256403733.4763545064526 0.1144078513863 0.2778461234568 0.0471093722525 0.1047464054935
3.56990295913356 0.2320492656431 0.5581750123457 0.0964694952202 0.2025873461967
3.66663496778628 0.3776377555553 0.8595350123457 0.1659156082911 0.28447825758833.93834901786826 0.6838701861924 1.0142727901235 0.4610972867624 0.11672539359164.0885960903605 0.7190852895805 0.7518816790123 0.6877194485843 0.0026423619262
3.82589493953475 0.3666449816881 0.4187527901235 0.3210212463479 0.00885576240523.6089814163809 0.1423561077787 0.1657394567901 0.1222717982452 0.0050436392193
3.59475697514212 -0.0076780641426 0.0005239012346 0.1125263028369 0.11885737190913.16886408667407 0.0481963277922 0.2839705679012 0.0081800238307 0.18392440483882.75115304186304 0.3927469892961 0.5973572345679 0.2582210253346 0.06307785043712.59145627904531 0.6363880753952 0.9079972345679 0.4460253479713 0.07368851143312.5518166877075 0.5468118425746 0.5973572345679 0.5005433497362 0.002684969125
2.59145627904531 0.4159971490981 0.3879905679012 0.4460253479713 0.00342736726322.55948353632072 0.1209917997483 0.0298905679012 0.4897536793113 0.29215804750842.52200960613874 -0.093718763515 0.0161572345679 0.5436082887741 0.77086713171273.80488149753519 0.2330206860178 0.1824239012346 0.2976509094737 0.01100012852523.58366915612654 0.1061022785601 0.1070016790123 0.1052104380001 0.00026669646163.6683346249009 0.0356308011525 0.007588345679 0.1673031309418 0.0950702409128
3.72511112009986 -0.1084804710242 0.0542372345679 0.2169729464895 0.46937724688452.6213125034444 0.3655002852852 0.3282016790123 0.4070377060397 0.00619172211422.648111022029 0.5335066763971 0.7619350123457 0.3735612212963 0.0615590792523
2.62736745463244 0.6400851221646 1.0259439012346 0.3993483104909 0.13495884672312.45114110357107 0.624622882936 0.5973572345679 0.6531330388415 0.00238719176032.59145627904531 0.0820715031935 0.0151016790123 0.4460253479713 0.31197108821792.60435780537033 -0.1749443595805 0.071348345679 0.4289591953079 0.87542631637143.74378819876214 0.3038231848789 0.393268345679 0.2347214788177 0.0244021268463.60053035534693 0.3163514348671 0.8595350123457 0.1164329886567 0.35936385486053.93834901786826 0.8468401334757 1.5552861234568 0.4610972867624 0.33831786501484.43081048630471 1.5781445941019 1.814708345679 1.3724190809081 0.03579267209234.51058548085516 1.4728931309496 1.3855905679012 1.5656964080554 0.00367060049054.35136136257604 0.6848390667195 0.393268345679 1.1925814840132 0.20372707962653.25930757085459 230.14467041881 297.63219555556 235.6784984539 73.087755963666
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8689624038649 RMSE --> 0.4505791210692
512 0 510.000000 0512 400 510 400
164 0 186.365471 0164 400 186.365471 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 508,279 cm
LLWL real = 164cm
LLWL skema1a = 187,329 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,279 cm
LLWL real = 164cm
LLWL skema1a = 187,329 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,279 cm
LLWL real = 164cm
LLWL skema1a = 187,329 cm
SKEMA 1A ; ROI 0,3 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 280.374496 13.9733723024 2.462 230 258.766269 12.507073673 2.33 240 245.781064 2.40877647425 2.44 250 253.822697 1.52907865175 2.55 274 262.079083 4.35069970887 2.746 300 276.999948 7.66668388833 37 340 280.374496 17.5369129812 3.48 360 363.567543 0.99098404738 3.69 364 377.891810 3.81643125793 3.64
10 346 375.056438 8.3978143517 3.4611 300 373.202526 24.4008419923 312 260 280.374496 7.83634456301 2.613 242 269.925906 11.5396307354 2.4214 230 255.461578 11.0702511883 2.315 238 245.781064 3.26935442782 2.3816 270 252.195052 6.59442514012 2.717 345 275.691842 20.0893211236 3.4518 400 371.896922 7.02576941384 419 444 356.953668 19.60502965 4.4420 466 437.134110 6.19439704651 4.6621 452 449.600279 0.53091162155 4.5222 420 442.659740 5.39517628056 4.223 370 397.672428 7.47903463216 3.724 320 368.641232 15.2003850558 3.225 290 313.536360 8.11598612465 2.926 250 277.572595 11.0290381033 2.527 230 262.079083 13.9474273033 2.328 212 245.781064 15.9344639331 2.1229 236 231.101216 2.07575586298 2.3630 256 250.578627 2.11772373111 2.5631 340 266.923792 21.4930024767 3.432 410 363.567543 11.3249896169 4.133 408 374.536333 8.20187912904 4.0834 376 370.324973 1.50931557117 3.7635 330 361.249587 9.46957189451 3.336 280 340.034688 21.4409600102 2.837 250 277.808060 11.1232238714 2.538 214 262.079083 22.4668611204 2.1439 198 232.804649 17.5781054939 1.9840 230 218.342472 5.0684905667 2.341 280 245.781064 12.2210487364 2.842 390 277.808060 28.767164185 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 350.937552 20.2414655051 4.444 460 433.218920 5.82197393081 4.645 448 446.633014 0.30513078659 4.4846 420 440.206367 4.8110398004 4.247 364 397.672428 9.25066707115 3.6448 318 375.056438 17.9422759927 3.1849 280 308.608824 10.2174372913 2.850 240 277.808060 15.7533581994 2.451 217 253.822697 16.9689846218 2.1752 200 235.313204 17.6566018387 253 230 220.258608 4.23538799598 2.354 250 245.781064 1.68757458472 2.555 290 262.079083 9.62790248356 2.956 360 277.572595 22.8965013172 3.657 380 377.891810 0.5547869003 3.858 388 356.756084 8.05255568912 3.8859 354 351.264425 0.77276133811 3.5460 300 378.940597 26.3135322597 361 250 280.374496 12.1497983455 2.562 180 262.079083 45.5994904432 1.863 182 200.015377 9.89855890774 1.8264 227 202.114079 10.962960853 2.2765 290 243.394441 16.0708823155 2.966 335 277.572595 17.1425088781 3.3567 438 352.676322 19.4802918679 4.3868 452 430.884967 4.67146755404 4.5269 442 442.659740 0.14926252904 4.4270 424 435.294742 2.66385422105 4.2471 396 406.699006 2.70176920575 3.9672 364 352.992305 3.02409196844 3.6473 300 375.056438 25.0188125523 374 258 280.374496 8.67228521854 2.5875 210 268.457665 27.836983194 2.176 196 229.370306 17.0256661074 1.9677 220 216.396471 1.63796767042 2.278 246 237.774115 3.34385556044 2.4679 350 258.766269 26.0667801578 3.580 450 377.128676 16.1936275806 4.581 464 441.495729 4.85005830832 4.6482 464 448.569081 3.32562911176 4.6483 400 448.569081 12.1422702304 484 270 356.953668 32.2050623533 2.785 224 275.691842 23.0767152337 2.2486 202 241.000239 19.3070491005 2.0287 186 222.143817 19.432159824 1.8688 178 206.285161 15.8905399297 1.7889 200 197.913382 1.04330875491 290 250 220.258608 11.8965569563 2.5
91 320 262.079083 18.1002866257 3.292 368 313.536360 14.7999022387 3.6893 396 370.983319 6.31734375808 3.9694 440 352.992305 19.774476083 4.495 450 433.218920 3.72912890705 4.596 400 441.495729 10.3739323623 497 315 356.953668 13.3186248743 3.1598 270 301.732051 11.7526116549 2.799 235 275.691842 17.3156774994 2.35
100 208 249.774307 20.0838012625 2.08101 222 227.610162 2.52710018874 2.22102 250 239.393575 4.24257013258 2.5103 336 262.079083 22.0002729769 3.36104 460 355.023846 22.8209030976 4.6105 478 446.633014 6.56213094643 4.78106 490 457.576530 6.61703468601 4.9107 470 469.719722 0.05963359275 4.7108 420 451.871848 7.58853516057 4.2109 330 397.672428 20.5067964058 3.3110 265 340.034688 28.3149766145 2.65111 206 273.197264 32.6200310801 2.06112 184 225.819497 22.7279873004 1.84113 174 204.205316 17.3593769216 1.74114 200 193.717268 3.14136581799 2115 345 220.258608 36.1569253307 3.45116 410 371.896922 9.29343357448 4.1117 450 374.536333 16.7697037437 4.5118 474 441.495729 6.85744104443 4.74119 480 454.506530 5.31113958013 4.8120 425 459.289326 8.06807680959 4.25121 370 408.848427 10.499574832 3.7122 300 368.641232 22.8804107262 3123 240 280.374496 16.8227066099 2.4124 204 253.822697 24.4228905046 2.04125 190 223.997494 17.893417659 1.9126 230 210.396348 8.52332716527 2.3127 350 245.781064 29.7768389891 3.5128 466 377.128676 19.071099595 4.66129 494 449.600279 8.98779767802 4.94130 510 474.754305 6.9109205929 5.1131 508 499.240649 1.7242816766 5.08132 480 495.841566 3.30032623642 4.8133 407 459.289326 12.847500354 4.07134 330 368.324857 11.6135930132 3.3135 270 340.034688 25.9387733439 2.7136 210 275.691842 31.2818295826 2.1137 180 229.370306 27.4279475392 1.8138 170 200.015377 17.6561042424 1.7
139 210 189.563032 9.73188971063 2.1140 335 229.370306 31.5312520685 3.35141 420 352.676322 16.0294472337 4.2142 444 397.672428 10.4341378065 4.44143 458 437.134110 4.55587123073 4.58144 466 445.688083 4.35878056268 4.66145 420 449.600279 7.04768558823 4.2146 340 397.672428 16.9624788644 3.4147 270 363.567543 34.6546453965 2.7148 215 275.691842 28.2287637784 2.15149 180 233.646732 29.8037398954 1.8150 183 200.015377 9.29802033447 1.83151 230 203.160882 11.6691817756 2.3152 370 245.781064 33.5726855302 3.7153 470 368.641232 21.5656952812 4.7154 496 451.871848 8.89680490435 4.96155 512 477.447713 6.74849346444 5.12156 500 502.723538 0.54470764142 5157 450 483.169599 7.37102190938 4.5158 380 441.495729 16.1830866972 3.8159 290 356.756084 23.0193392849 2.9160 220 277.572595 26.169361481 2.2161 174 237.774115 36.6517904146 1.74162 164 193.717268 18.1202855878 1.64163 194 183.497315 5.41375513738 1.94164 225 214.422105 4.70128647678 2.25165 266 241.799937 9.09776807632 2.66166 350 273.765954 21.7811559661 3.5167 426 377.128676 11.4721418105 4.26168 460 410.944393 10.664262321 4.6169 456 446.633014 2.05416357981 4.56170 390 444.728113 14.0328495194 3.9171 248 350.937552 41.5070773296 2.48172 208 260.424657 25.2041619442 2.08173 194 227.610162 17.3248259892 1.94174 184 214.422105 16.5337529496 1.84175 234 204.205316 12.732771007 2.34176 288 248.972292 13.5512875732 2.88177 380 277.592552 26.9493284998 3.8178 445 356.756084 19.8300934997 4.45179 474 437.972868 7.60066073811 4.74180 510 510.000000 0 5.1181 500 499.240649 0.15187018343 5182 470 483.169599 2.80204225366 4.7183 404 451.871848 11.8494672461 4.04184 312 362.836531 16.2937598907 3.12185 240 295.614425 23.1726770564 2.4186 190 253.822697 33.5908929628 1.9
187 180 210.396348 16.8868597333 1.8188 236 200.015377 15.2477215203 2.36189 276 250.578627 9.21064230132 2.76190 344 277.414647 19.3562073737 3.44191 408 370.466307 9.19943466801 4.08192 452 370.324973 18.0696961389 4.52193 442 442.659740 0.14926252904 4.42194 415 435.294742 4.89029925235 4.15195 368 385.914877 4.86817309994 3.68196 320 370.983319 15.9322870994 3.2197 246 313.536360 27.4538047811 2.46198 230 258.766269 12.507073673 2.3199 242 245.781064 1.56242294967 2.42200 280 255.461578 8.76372223821 2.8201 350 277.808060 20.6262686633 3.5202 405 377.128676 6.8818084229 4.05203 465 364.573615 21.5970720706 4.65204 500 449.077540 10.1844919495 5205 510 483.169599 5.26086302114 5.1206 460 499.240649 8.53057588758 4.6207 405 446.633014 10.279756562 4.05208 290 364.573615 25.7150396109 2.9209 240 277.572595 15.6552480243 2.4210 207 253.822697 22.6196602074 2.07211 192 226.718707 18.082659889 1.92212 210 212.421293 1.15299649128 2.1213 300 229.370306 23.5432314765 3214 370 280.374496 24.223109226 3.7215 410 368.641232 10.0875043467 4.1216 424 374.536333 11.6659591619 4.24217 418 406.699006 2.70358706824 4.18218 400 392.989177 1.75270564436 4219 320 356.953668 11.5480213606 3.2220 244 313.536360 28.498508099 2.44221 228 257.110385 12.7677125076 2.28222 190 244.190200 28.5211577949 1.9223 200 210.396348 5.19817375994 2224 250 220.258608 11.8965569563 2.5225 336 262.079083 22.0002729769 3.36226 410 355.023846 13.4088181095 4.1227 456 374.536333 17.8648392207 4.56228 488 444.728113 8.86718993331 4.88229 510 467.384159 8.35604726449 5.1230 480 499.240649 4.00846855893 4.8231 428 459.289326 7.31059028989 4.28232 330 414.959047 25.74516579 3.3233 280 340.034688 21.4409600102 2.8234 254 277.808060 9.37325184191 2.54
235 234 265.340154 13.3932280093 2.34236 222 248.972292 12.1496809861 2.22237 246 239.393575 2.68553875262 2.46238 290 258.766269 10.7702519145 2.9239 355 277.572595 21.810536547 3.55240 390 379.068212 2.80302256967 3.9241 396 350.937552 11.3794061168 3.96242 380 352.992305 7.10728809608 3.8243 345 356.756084 3.40756055832 3.45244 290 371.896922 28.2403180499 2.9245 250 277.572595 11.0290381033 2.5246 214 262.079083 22.4668611204 2.14247 202 232.804649 15.2498261772 2.02248 216 222.143817 2.84435984841 2.16249 260 234.482804 9.81430634138 2.6250 330 269.925906 18.204270794 3.3251 380 340.034688 10.5171873609 3.8252 435 356.756084 17.9871071434 4.35253 474 426.864019 9.94429973135 4.74254 486 454.506530 6.48013785692 4.86255 474 465.172553 1.86233049643 4.74256 435 454.506530 4.48425977365 4.35257 350 426.864019 21.9611483638 3.5258 306 377.128676 23.2446653226 3.06259 273 286.089029 4.79451605304 2.73260 254 276.733158 8.95006238749 2.54261 240 265.340154 10.5583973091 2.4262 250 253.822697 1.52907865175 2.5263 290 262.079083 9.62790248356 2.9264 336 277.572595 17.3891085541 3.36265 366 355.023846 2.99894924836 3.66266 374 373.144180 0.22882885797 3.74267 362 363.700335 0.46970578 3.62268 338 376.657723 11.4371961142 3.38269 300 359.478312 19.8261039711 3270 274 280.374496 2.32645834446 2.74271 250 276.999948 10.799979334 2.5272 240 262.079083 9.19961783237 2.4273 250 253.822697 1.52907865175 2.5274 270 262.079083 2.9336730379 2.7275 310 275.691842 11.0671477021 3.1276 348 292.019231 16.0864277801 3.48277 384 375.428314 2.23220989046 3.84278 420 353.267660 15.8886524866 4.2279 450 397.672428 11.6283493024 4.5280 430 441.495729 2.67342545335 4.3281 395 418.714655 6.00371012019 3.95282 360 352.323974 2.13222942157 3.6
283 326 377.891810 15.917733061 3.26284 296 329.324942 11.2584263643 2.96285 278 278.456022 0.16403686284 2.78286 274 277.678597 1.34255356361 2.74287 278 276.999948 0.35973081475 2.78288 294 277.678597 5.55149769922 2.94289 314 277.947761 11.4816047476 3.14290 328 299.601598 8.6580493022 3.28291 334 334.706731 0.21159600039 3.34292 334 350.258192 4.86772215673 3.34293 316 350.258192 10.8412000011 3.16294 305 303.947200 0.34518017471 3.05295 290 284.875558 1.76704905371 2.9296 280 277.572595 0.86693026491 2.8297 272 277.808060 2.13531605825 2.72298 268 276.426112 3.14407156195 2.68299 268 274.801907 2.53802514676 2.68300 286 286.000000 0 2.86301 316 277.675879 12.1278863293 3.16302 360 303.947200 15.5702220925 3.6303 396 377.891810 4.57277530837 3.96304 418 352.992305 15.5520800873 4.18305 422 392.989177 6.8746025065 4.22306 412 402.259926 2.36409569328 4.12307 382 378.975481 0.7917587718 3.82308 356 354.853848 0.3219528656 3.56309 328 379.070021 15.5701282198 3.28310 294 334.706731 13.8458267487 2.94311 276 277.947761 0.70571054075 2.76312 264 277.414647 5.08130554341 2.64313 258 272.597269 5.65785628516 2.58314 266 268.457665 0.92393410056 2.66315 295 273.765954 7.19798165474 2.95316 320 278.169443 13.0720490532 3.2317 338 313.536360 7.23776338418 3.38318 348 359.478312 3.29836549232 3.48319 344 375.428314 9.1361377967 3.44320 330 370.466307 12.2625171377 3.3321 312 340.034688 8.98547693221 3.12322 286 295.614425 3.36168704034 2.86323 262 277.675879 5.98315999981 2.62324 248 271.311573 9.39982768116 2.48325 238 260.424657 9.42212472431 2.38326 248 252.195052 1.69155327487 2.48327 280 260.424657 6.99119398434 2.8328 330 277.808060 15.8157394914 3.3329 380 340.034688 10.5171873609 3.8330 402 356.756084 11.254705491 4.02
331 420 359.671155 14.3640107662 4.2332 428 397.672428 7.08588127593 4.28333 414 414.959047 0.2316538906 4.14334 392 383.575614 2.14907795395 3.92335 368 351.104924 4.5910533324 3.68336 325 370.983319 14.1487134517 3.25337 274 326.635313 19.20996819 2.74338 250 276.999948 10.799979334 2.5339 232 262.079083 12.9651218956 2.32340 250 247.374014 1.05039437425 2.5341 265 262.079083 1.10223290653 2.65342 310 273.197264 11.8718503145 3.1343 340 292.019231 14.1119907867 3.4344 370 363.567543 1.73850200796 3.7345 360 368.641232 2.40034227183 3.6346 336 377.891810 12.4678005294 3.36347 304 355.023846 16.7841597865 3.04348 270 283.769177 5.09969534856 2.7349 240 275.691842 14.8716008848 2.4350 226 253.822697 12.3109277121 2.26351 250 242.597845 2.96086193074 2.5352 315 262.079083 16.8002911753 3.15353 354 301.732051 14.7649572124 3.54354 390 378.940597 2.83574441558 3.9355 420 350.937552 16.443440053 4.2356 452 397.672428 12.0193743055 4.52357 462 442.659740 4.18620338131 4.62358 445 447.586287 0.58118806764 4.45359 390 437.972868 12.3007354106 3.9
327.288888888889 326.445063004803 11.7137085814 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0721656385998 0.074468345679 0.0699341357328 0
2.80374495863829 0.3745025213371 0.660788345679 0.2122497156691 0.11816059658922.5876626944783 0.6584394626498 0.9465127901235 0.4580419097327 0.08274982579452.4578106353821 0.7041070886773 0.7619350123457 0.6506680809946 0.0033420695633
2.53822696629385 0.5612902005638 0.5973572345679 0.5274008097965 0.0014613009522.62079082797683 0.3429991567482 0.2839705679012 0.4142979408023 0.01421082669442.76999948334997 0.1349302240323 0.074468345679 0.244481936471 0.05290023765932.80374495863829 -0.0585608097881 0.0161572345679 0.2122497156691 0.35552007434933.63567542570556 0.1214317553795 0.1070016790123 0.137807848911 0.00127273599933.77891809778857 0.1888667237128 0.1347705679012 0.2646767753634 0.01929823789323.75056437656877 0.0909572832379 0.0350105679012 0.2363065745564 0.08442765693083.73202525976887 -0.1275959211772 0.074468345679 0.2186260343586 0.53586098093972.80374495863829 0.3100037273397 0.4527794567901 0.2122497156691 0.04151200817052.69925906379703 0.4820456069492 0.7274194567901 0.3194415065613 0.07798562471282.55461577733008 0.6905904411554 0.9465127901235 0.5038655181331 0.06482919406542.4578106353821 0.7202398885706 0.7972505679012 0.6506680809946 0.0060544949786
2.52195052121683 0.4253700623482 0.3282016790123 0.5513064116143 0.0317016168952.75691842123533 -0.0898895934275 0.031368345679 0.2575889429823 0.48036207482293.71896922344637 0.3304855194665 0.5286905679012 0.2065871517448 0.07897829737033.56953668353961 0.3560693228751 1.362148345679 0.0930775000351 0.75770638530324.37134109763248 1.5353800663694 1.9240772345679 1.2252065072293 0.0833239619164.49600279470576 1.5358823884576 1.5552861234568 1.5167207342732 0.00057586586194.42659740378337 1.077439186672 0.8595350123457 1.3505851237035 0.05134638340143.97672428139002 0.3042199906398 0.1824239012346 0.5073337543961 0.07657632791083.68641232178572 -0.0307563188644 0.0053127901235 0.1780516692941 0.2365969467853.13536359761483 0.048135120094 0.1390461234568 0.0166634619424 0.05539602308222.7757259525826 0.3777298729388 0.5973572345679 0.2388518103637 0.0760248009276
2.62079082797683 0.6262094696595 0.9465127901235 0.4142979408023 0.10290675531412.4578106353821 0.9299662871837 1.3291527901235 0.6506680809946 0.11411602537732.3110121616337 0.8703833840547 0.8333661234568 0.9090449130523 0.00239980830782.5057862724837 0.5408433909036 0.5082105679012 0.5755716074385 0.0029391282512
2.66923791579381 -0.0756581494563 0.0161572345679 0.3542781752099 0.53401322371343.63567542570556 0.3070441532083 0.6841127901235 0.137807848911 0.21559731029373.74536333153519 0.3881499848448 0.651428345679 0.2312770264517 0.11198169988123.70324973452386 0.2137439193358 0.2372772345679 0.1925446540888 0.00322059263163.61249587251894 0.0094358932403 0.0007350123457 0.1211354908066 0.09765367034143.40034688028483 -0.0642638267786 0.2236239012346 0.0184677908284 0.36041637666772.77808059678452 0.3759099945979 0.5973572345679 0.2365558092567 0.0773288183082.62079082797683 0.7291950379909 1.2834372345679 0.4142979408023 0.23115982026662.32804648878021 1.2106665097547 1.6715616790123 0.8768527157835 0.12113635835222.18342471696585 1.0517180994386 0.9465127901235 1.1686170247552 0.01358979661452.4578106353821 0.3814510908109 0.2236239012346 0.6506680809946 0.1170935612576
2.77808059678452 -0.305008051971 0.393268345679 0.2365558092567 1.2587031473114
3.50937551777401 0.2760575623436 1.2703794567901 0.0599882006276 0.79321196834034.33218919918273 1.4170077188605 1.7612239012346 1.1400656520178 0.07172262503444.46633014076077 1.4508021115981 1.4571172345679 1.4445143582711 0.00018686505164.40206367161683 1.0546936909833 0.8595350123457 1.2941634323474 0.04082972738733.97672428139002 0.2614835715593 0.1347705679012 0.5073337543961 0.11338324167763.75056437656877 -0.0451545657879 0.008628345679 0.2363065745564 0.32554370780933.08608824415723 0.0843455904835 0.2236239012346 0.0318131407007 0.0818464834452.77808059678452 0.4245469979242 0.7619350123457 0.2365558092567 0.14294493766492.53822696629385 0.8009440096027 1.2163639012346 0.5274008097965 0.1355910987062.35313203677458 1.1600073116156 1.6202461234568 0.8305015784459 0.12470223539662.20258607609251 1.0330762260483 0.9465127901235 1.1275563309471 0.00948947257112.4578106353821 0.6234430892107 0.5973572345679 0.6506680809946 0.0017799424869
2.62079082797683 0.2400135884168 0.1390461234568 0.4142979408023 0.07795776174192.7757259525826 -0.1598672722731 0.1070016790123 0.2388518103637 0.6794277052459
3.77891809778857 0.2711815185512 0.2778461234568 0.2646767753634 0.00044444660093.56756083926203 0.184021575905 0.3685839012346 0.0918757989298 0.09761822916263.5126442486309 0.0662952732304 0.071348345679 0.0616000723053 0.000748337133
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3.53267659556436 0.2486752729187 0.8595350123457 0.0719451685772 0.44532052610763.97672428139002 0.8740389117134 1.5058016790123 0.5073337543961 0.27381747768684.41495729449395 1.1816981784598 1.0549572345679 1.3236655849345 0.01321517955744.18714654974766 0.6247676594055 0.4584794567901 0.8513677602304 0.05623848605723.52323974082346 0.0846527935692 0.1070016790123 0.0669718038559 0.0058921373888
3.77891809778857 -0.0066309140287 0.0001661234568 0.2646767753634 0.26927599221253.29324942038361 -0.0090108215094 0.0978994567901 0.0008293703248 0.1110551761862.78456022478701 0.2365326486375 0.2429394567901 0.2302948010616 2.0795650108E-05
2.776785967643 0.2598710800994 0.2839705679012 0.2378168229586 0.00135320741542.76999948334997 0.2437094763058 0.2429394567901 0.244481936471 0.0001000103333
2.776785967643 0.1623381476184 0.1108150123457 0.2378168229586 0.02663882035822.77947761092478 0.0644475256524 0.0176594567901 0.2351988292775 0.12997639302452.99601598288775 -0.001908868602 5.0567901235E-05 0.0720571597961 0.08064692197523.34706730641294 0.0055444969472 0.0045039012346 0.0068255152136 4.9946819934E-053.50258192003491 0.0159812554613 0.0045039012346 0.0567065112708 0.02643288072223.50258192003491 -0.0268823767363 0.0127439012346 0.0567065112708 0.11736237193483.03947200467142 0.0501452358339 0.0496794567901 0.0506153818763 0.00011083868562.84875557744255 0.1550080662827 0.1390461234568 0.1728023767607 0.00262599084322.7757259525826 0.2311124696992 0.2236239012346 0.2388518103637 0.000589229378
2.77808059678452 0.2689085872799 0.3056861234568 0.2365558092567 0.00337335572282.76426111786015 0.2965568041149 0.3515172345679 0.2501895481027 0.0070999359832.74801907393312 0.3061865314921 0.3515172345679 0.2667015521513 0.0046265944187
2.86 0.1669931712509 0.1704772345679 0.1635803121462 02.77675879199514 0.055054989718 0.0127439012346 0.2378433289034 0.1468738235133.03947200467142 -0.0735930081232 0.1070016790123 0.0506153818763 0.31419163354713.77891809778857 0.3534963133897 0.4721216790123 0.2646767753634 0.03279065530853.52992305234886 0.2408129839627 0.8228505679012 0.0704756070023 0.42260003786743.92989177422553 0.630246701441 0.8970194567901 0.4428119163643 0.0841627826624.02259925743681 0.6422361261347 0.7175972345679 0.5747893412115 0.00948690465193.78975481491724 0.2873997562551 0.2993305679012 0.2759444866411 0.00091477122073.54853847798472 0.0815647776743 0.0824327901235 0.0807059053453 0.00013136648693.79070020561089 0.003742219204 5.0567901235E-05 0.2769386157801 0.2608147000113.34706730641294 -0.0275021735988 0.1108150123457 0.0068255152136 0.16570379195032.77947761092478 0.2487372729192 0.2630550123457 0.2351988292775 0.0003793773273
2.774146466346 0.310308057383 0.400548345679 0.2403981729435 0.01799527443312.7259726921571 0.3731053800764 0.4800950123457 0.2899584895953 0.0213080268556
2.68457664707488 0.35539832112 0.3756327901235 0.3362538361291 0.00060401158142.73765954118521 0.1700949893595 0.1042572345679 0.2775088513053 0.04508847044972.7816944302963 0.0351875630041 0.0053127901235 0.2330535483987 0.1749795496451
3.13536359761483 -0.013826655474 0.0114727901235 0.0166634619424 0.0598469693723.59478311913271 0.0684155288504 0.0428950123457 0.1091195533449 0.01317516443783.7542831402065 0.0818564550309 0.0279261234568 0.2399358880082 0.0987738922181
3.70466306554505 0.0119346482513 0.0007350123457 0.1937869883662 0.16375219661633.40034688028483 -0.0207770267029 0.0233750123457 0.0184677908284 0.07859437328542.95614424935379 0.1272962789622 0.1704772345679 0.0950528243768 0.00924371668382.77675879199514 0.3184085822665 0.4262639012346 0.2378433289034 0.02457331886782.7131157264928 0.4371473190856 0.6286727901235 0.3039701758783 0.0543429419383
2.60424656843849 0.5894888710105 0.7972505679012 0.4358694029657 0.05028652345642.52195052121683 0.588720086291 0.6286727901235 0.5513064116143 0.00175984623042.60424656843849 0.3122031651345 0.2236239012346 0.4358694029657 0.03831940596812.77808059678452 -0.0131860320129 0.0007350123457 0.2365558092567 0.27239986345283.40034688028483 0.0716324234582 0.2778461234568 0.0184677908284 0.15972261609813.56756083926203 0.226457005195 0.5581750123457 0.0918757989298 0.2047011941693
3.59671154782067 0.308042788655 0.8595350123457 0.1103973174791 0.36395695653293.97672428139002 0.7173387084182 1.0142727901235 0.5073337543961 0.09197616149844.14959047107068 0.7675145910379 0.7518816790123 0.7834725381656 9.1977135358E-053.83575614420508 0.3696981460501 0.4187527901235 0.3263899905063 0.00709702723923.51104923736779 0.1003930330244 0.1657394567901 0.060810873132 0.0285443601943.70983318718001 -0.0101943118632 0.0005239012346 0.1983656221974 0.21144656003213.26635312840668 -0.0010138202365 0.2839705679012 3.6195000047E-06 0.27704761578352.76999948334997 0.3821557973813 0.5973572345679 0.244481936471 0.07289972100932.62079082797683 0.6133362736181 0.9079972345679 0.4142979408023 0.0904751221952.47374014064364 0.6111313515885 0.5973572345679 0.6252230780541 0.00068958021342.62079082797683 0.4009285389346 0.3879905679012 0.4142979408023 0.00085317573032.73197264025092 0.0920595280138 0.0298905679012 0.2835328096184 0.13544413752392.92019231325122 -0.0437590571573 0.0161572345679 0.1185137886838 0.23021541626323.63567542570556 0.1585542349453 0.1824239012346 0.137807848911 0.00413765085823.68641232178572 0.1380283578306 0.1070016790123 0.1780516692941 0.00746708935643.77891809778857 0.0448158327454 0.007588345679 0.2646767753634 0.17549237265483.55023845751014 -0.0665568095956 0.0542372345679 0.0816746823255 0.26034328352232.8376917744112 0.2444854066293 0.3282016790123 0.1821231208645 0.0189590247405
2.75691842123533 0.4430192258258 0.7619350123457 0.2575889429823 0.12739075941712.53822696629385 0.7355838798648 1.0259439012346 0.5274008097965 0.07741024477312.42597845173158 0.6480458302632 0.5973572345679 0.7030355938107 0.00547918960812.62079082797683 0.079098637899 0.0151016790123 0.4142979408023 0.28006234775343.01732051468153 -0.0660111997046 0.071348345679 0.0610732939211 0.27319384437283.78940596779249 0.3292053251366 0.393268345679 0.2755781066264 0.01223103995993.50937551777401 0.2270725847984 0.8595350123457 0.0599882006276 0.47696217544993.97672428139002 0.8882843847403 1.5552861234568 0.5073337543961 0.29514850643124.42659740378337 1.5655408316408 1.814708345679 1.3505851237035 0.03740456422334.47586286901003 1.4259668066182 1.3855905679012 1.4675196127069 0.00066888799344.37972868101347 0.6994032577388 0.393268345679 1.2438451309653 0.23013960738693.26445063004803 228.07658361606 297.63219555556 230.27208021111 71.776742050963
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8712044856569 RMSE --> 0.4465196961282
512 0 510.000000 0512 400 510 400
164 0 183.497315 0164 400 183.497315 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 506,343 cm
LLWL real = 164cm
LLWL skema1a = 191,603 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 506,343 cm
LLWL real = 164cm
LLWL skema1a = 191,603 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 506,343 cm
LLWL real = 164cm
LLWL skema1a = 191,603 cm
SKEMA 3A ; ROI 0,4 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 293.037229 19.1208246554 2.462 230 255.622726 11.1403156079 2.33 240 249.174518 3.82271575773 2.44 250 253.555148 1.42205902964 2.55 274 256.860374 6.25533785275 2.746 300 265.779005 11.4069983393 37 340 293.037229 13.8125798082 3.48 360 358.297507 0.4729146408 3.69 364 366.030822 0.55791818415 3.64
10 346 365.832985 5.73207661214 3.4611 300 362.674051 20.8913503197 312 260 293.037229 12.7066264047 2.613 242 259.885427 7.39067229577 2.4214 230 254.280753 10.5568492007 2.315 238 249.174518 4.69517555401 2.3816 270 252.785730 6.37565569332 2.717 345 263.720842 23.5591762151 3.4518 400 362.087023 9.47824422569 419 444 371.120436 16.4143162666 4.4420 466 427.643142 8.23108549294 4.6621 452 456.065259 0.89939364189 4.5222 420 438.871307 4.49316842858 4.223 370 392.437134 6.06409035182 3.724 320 365.180413 14.1188792034 3.225 290 329.485032 13.6155284183 2.926 250 279.223837 11.6895349743 2.527 230 256.860374 11.6784236015 2.328 212 249.174518 17.5351499144 2.1229 236 236.948637 0.40196492589 2.3630 256 251.967453 1.57521357527 2.5631 340 258.646049 23.9276326303 3.432 410 358.297507 12.6103640749 4.133 408 380.134354 6.8298151655 4.0834 376 378.037247 0.54182108501 3.7635 330 364.584991 10.4803003872 3.336 280 346.331993 23.6899976423 2.837 250 269.714556 7.88582231428 2.538 214 256.860374 20.028212282 2.1439 198 238.631376 20.5208970801 1.9840 230 222.630672 3.20405568701 2.341 280 249.174518 11.0091007791 2.842 390 269.714556 30.8424215934 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 366.006331 16.816742942 4.444 460 421.763978 8.3121787253 4.645 448 449.124796 0.25107056144 4.4846 420 433.361834 3.18138909563 4.247 364 392.437134 7.81239953344 3.6448 318 365.832985 15.0418192069 3.1849 280 325.755741 16.3413360819 2.850 240 269.714556 12.3810649107 2.451 217 253.555148 16.8456901263 2.1752 200 240.994631 20.4973155927 253 230 224.957076 2.1925756535 2.354 250 249.174518 0.33019287258 2.555 290 256.860374 11.4274571436 2.956 360 279.223837 22.4378229345 3.657 380 366.030822 3.67609942361 3.858 388 364.465681 6.06554610936 3.8859 354 365.440781 3.23185910416 3.5460 300 365.556284 21.8520947136 361 250 293.037229 17.2148914609 2.562 180 256.860374 42.7002079353 1.863 182 197.263764 8.38668331414 1.8264 227 200.483626 11.6812218625 2.2765 290 247.563403 14.6333091967 2.966 335 279.223837 16.6496007655 3.3567 438 353.032867 19.3988888901 4.3868 452 418.782680 7.34896460411 4.5269 442 438.871307 0.70784900451 4.4270 424 424.720110 0.16983722621 4.2471 396 398.012368 0.50817364372 3.9672 364 368.602245 1.26435289601 3.6473 300 365.832985 21.9443283593 374 258 293.037229 13.580321183 2.5875 210 259.254851 23.4546908937 2.176 196 235.178078 19.9888152465 1.9677 220 220.207809 0.09445869837 2.278 246 243.170683 1.1501289859 2.4679 350 255.622726 26.9649354576 3.580 450 364.494549 19.001211323 4.581 464 436.145311 6.0031656905 4.6482 464 453.825961 2.19268092543 4.6483 400 453.825961 13.4564901265 484 270 371.120436 37.4520132505 2.785 224 263.720842 17.7325187759 2.2486 202 245.793757 21.6800776518 2.0287 186 227.187955 22.1440618252 1.8688 178 206.619140 16.0781682786 1.7889 200 193.941932 3.02903394835 290 250 224.957076 10.0171696012 2.5
91 320 256.860374 19.7311330364 3.292 368 329.485032 10.4660238008 3.6893 396 365.417819 7.72277308003 3.9694 440 368.602245 16.2267626042 4.495 450 421.763978 6.27467158586 4.596 400 436.145311 9.03632779902 497 315 371.120436 17.8160113576 3.1598 270 320.067094 18.5433682932 2.799 235 263.720842 12.2216349183 2.35
100 208 251.538520 20.9319806123 2.08101 222 233.318119 5.09825164041 2.22102 250 244.520981 2.19160772782 2.5103 336 256.860374 23.5534600347 3.36104 460 354.203992 22.9991321987 4.6105 478 449.124796 6.04083763279 4.78106 490 467.945596 4.5008988477 4.9107 470 477.333932 1.56041111489 4.7108 420 460.319666 9.599920458 4.2109 330 392.437134 18.9203437278 3.3110 265 346.331993 30.6913182636 2.65111 206 261.622115 27.0010268546 2.06112 184 231.367311 25.743104005 1.84113 174 203.601934 17.0126056261 1.74114 200 186.990891 6.50455474556 2115 345 224.957076 34.7950504357 3.45116 410 362.087023 11.6860919275 4.1117 450 380.134354 15.5256990834 4.5118 474 436.145311 7.98622126665 4.74119 480 464.277433 3.2755348334 4.8120 425 469.674351 10.5116119338 4.25121 370 399.446749 7.95858074005 3.7122 300 365.180413 21.7268044836 3123 240 293.037229 22.0988452718 2.4124 204 253.555148 24.2917390069 2.04125 190 229.324329 20.6970151772 1.9126 230 212.352283 7.67292036164 2.3127 350 249.174518 28.8072806233 3.5128 466 364.494549 21.7822856123 4.66129 494 456.065259 7.67909731551 4.94130 510 479.975427 5.88717121583 5.1131 508 488.548552 3.8290251432 5.08132 480 487.629603 1.58950052666 4.8133 407 469.674351 15.3991033707 4.07134 330 377.041253 14.2549250501 3.3135 270 346.331993 28.2711086661 2.7136 210 263.720842 25.5813533609 2.1137 180 235.178078 30.6544877129 1.8138 170 197.263764 16.0375080187 1.7
139 210 179.627881 14.462914005 2.1140 335 235.178078 29.7975886916 3.35141 420 353.032867 15.9445555568 4.2142 444 392.437134 11.6132580402 4.44143 458 427.643142 6.6281350212 4.58144 466 446.664931 4.14915643728 4.66145 420 456.065259 8.5869664908 4.2146 340 392.437134 15.4226865593 3.4147 270 358.297507 32.7027804789 2.7148 215 263.720842 22.6608567712 2.15149 180 239.440345 33.0224141147 1.8150 183 197.263764 7.79440635614 1.83151 230 202.055447 12.1498055979 2.3152 370 249.174518 32.6555357247 3.7153 470 365.180413 22.3020396913 4.7154 496 460.319666 7.19361574121 4.96155 512 481.214065 6.01287792106 5.12156 500 489.429743 2.11405136896 5157 450 483.537798 7.45284393177 4.5158 380 436.145311 14.7750818937 3.8159 290 364.465681 25.6778210675 2.9160 220 279.223837 26.9199261071 2.2161 174 243.170683 39.7532659165 1.74162 164 186.990891 14.0188356761 1.64163 194 167.806309 13.5019027088 1.94164 225 217.687633 3.24994075821 2.25165 266 246.401890 7.3677104641 2.66166 350 262.007384 25.1407474748 3.5167 426 364.494549 14.4378992848 4.26168 460 400.894404 12.849042537 4.6169 456 449.124796 1.50772015016 4.56170 390 444.134397 13.8806145951 3.9171 248 366.006331 47.5831980062 2.48172 208 256.251265 23.1977233444 2.08173 194 233.318119 20.2670714648 1.94174 184 217.687633 18.3084963554 1.84175 234 203.601934 12.9906265857 2.34176 288 251.095648 12.8140109891 2.88177 380 276.988302 27.1083414813 3.8178 445 364.465681 18.0975997538 4.45179 474 429.089965 9.47469090799 4.74180 510 510.000000 0 5.1181 500 488.548552 2.29028954549 5182 470 483.537798 2.88038248787 4.7183 404 460.319666 13.9405113672 4.04184 312 374.273495 19.9594535235 3.12185 240 314.353121 30.9804670924 2.4186 190 253.555148 33.4500776706 1.9
187 180 212.352283 17.973490649 1.8188 236 197.263764 16.4136594781 2.36189 276 251.967453 8.70744447561 2.76190 344 266.966366 22.3934983067 3.44191 408 361.444376 11.4106922262 4.08192 452 378.037247 16.3634408673 4.52193 442 438.871307 0.70784900451 4.42194 415 424.720110 2.34219514196 4.15195 368 385.942412 4.87565534511 3.68196 320 365.417819 14.1930683135 3.2197 246 329.485032 33.9370050459 2.46198 230 255.622726 11.1403156079 2.3199 242 249.174518 2.96467678453 2.42200 280 254.280753 9.18544529939 2.8201 350 269.714556 22.9386983469 3.5202 405 364.494549 10.0013459144 4.05203 465 375.158642 19.3207221188 4.65204 500 454.954945 9.00901106861 5205 510 483.537798 5.18866711902 5.1206 460 488.548552 6.20620701577 4.6207 405 449.124796 10.8950113865 4.05208 290 375.158642 29.3650490165 2.9209 240 279.223837 16.3432655982 2.4210 207 253.555148 22.4904094561 2.07211 192 232.354157 21.017789936 1.92212 210 215.069363 2.4139823127 2.1213 300 235.178078 21.6073073723 3214 370 293.037229 20.8007490129 3.7215 410 365.180413 10.9316064754 4.1216 424 380.134354 10.345671197 4.24217 418 398.012368 4.78173023227 4.18218 400 389.767432 2.55814208096 4219 320 371.120436 15.9751361801 3.2220 244 329.485032 35.0348493496 2.44221 228 254.967991 11.8280661986 2.28222 190 248.117531 30.5881741739 1.9223 200 212.352283 6.17614158412 2224 250 224.957076 10.0171696012 2.5225 336 256.860374 23.5534600347 3.36226 410 354.203992 13.6087824669 4.1227 456 380.134354 16.6372030428 4.56228 488 444.134397 8.98885309 4.88229 510 475.926813 6.68101698727 5.1230 480 488.548552 1.78094839012 4.8231 428 469.674351 9.73699783145 4.28232 330 403.823660 22.3708059772 3.3233 280 346.331993 23.6899976423 2.8234 254 269.714556 6.1868329865 2.54
235 234 258.049779 10.2776835137 2.34236 222 251.095648 13.1061479061 2.22237 246 244.520981 0.60122736567 2.46238 290 255.622726 11.8542324489 2.9239 355 279.223837 21.3453979055 3.55240 390 365.718688 6.22597756151 3.9241 396 366.006331 7.57415882439 3.96242 380 368.602245 2.99940933119 3.8243 345 364.465681 5.64222640455 3.45244 290 362.087023 24.8575941715 2.9245 250 279.223837 11.6895349743 2.5246 214 256.860374 20.028212282 2.14247 202 238.631376 18.1343446626 2.02248 216 227.187955 5.17960879389 2.16249 260 240.228017 7.60460877216 2.6250 330 259.885427 21.2468403164 3.3251 380 346.331993 8.86000173724 3.8252 435 364.465681 16.214785955 4.35253 474 414.282641 12.5985990193 4.74254 486 464.277433 4.46966403299 4.86255 474 474.459309 0.09690070802 4.74256 435 464.277433 6.73044432177 4.35257 350 414.282641 18.3664687567 3.5258 306 364.494549 19.1158657015 3.06259 273 303.227250 11.0722526277 2.73260 254 265.227068 4.42010559701 2.54261 240 258.049779 7.52074142585 2.4262 250 253.555148 1.42205902964 2.5263 290 256.860374 11.4274571436 2.9264 336 279.223837 16.8976674299 3.36265 366 354.203992 3.22295303668 3.66266 374 365.642153 2.23471842464 3.74267 362 364.745245 0.75835503418 3.62268 338 365.969524 8.27500708241 3.38269 300 356.369661 18.7898870064 3270 274 293.037229 6.94789366869 2.74271 250 265.779005 6.31160199281 2.5272 240 256.860374 7.02515595144 2.4273 250 253.555148 1.42205902964 2.5274 270 256.860374 4.86652804316 2.7275 310 263.720842 14.9287606265 3.1276 348 310.577600 10.7535631179 3.48277 384 363.686658 5.28993280974 3.84278 420 364.716483 13.1627422489 4.2279 450 392.437134 12.7917479329 4.5280 430 436.145311 1.42914213862 4.3281 395 406.788495 2.98442912618 3.95282 360 368.072373 2.24232571203 3.6
283 326 366.030822 12.2793933099 3.26284 296 340.055254 14.8835318074 2.96285 278 286.992965 3.23487940958 2.78286 274 268.274534 2.08958600392 2.74287 278 265.779005 4.39604137337 2.78288 294 268.274534 8.7501583846 2.94289 314 284.226177 9.48210921076 3.14290 328 318.160384 2.99988300334 3.28291 334 343.285670 2.78014082754 3.34292 334 351.803822 5.33048571129 3.34293 316 351.803822 11.330323505 3.16294 305 321.971015 5.56426732482 3.05295 290 301.448925 3.94790514735 2.9296 280 279.223837 0.27720091585 2.8297 272 269.714556 0.84023684349 2.72298 268 264.701032 1.23095802253 2.68299 268 262.826801 1.93029822654 2.68300 286 286.000000 0 2.86301 316 274.925908 12.9981302372 3.16302 360 321.971015 10.5636068498 3.6303 396 366.030822 7.56797419437 3.96304 418 368.602245 11.8176448465 4.18305 422 389.767432 7.63804936584 4.22306 412 395.189341 4.08025703481 4.12307 382 382.365094 0.09557425777 3.82308 356 364.537824 2.39826528984 3.56309 328 365.844482 11.5379519657 3.28310 294 343.285670 16.7638334571 2.94311 276 284.226177 2.98049894138 2.76312 264 266.966366 1.1236234186 2.64313 258 261.251285 1.26018814632 2.58314 266 259.254851 2.53577034706 2.66315 295 262.007384 11.183937682 2.95316 320 285.587676 10.7538513223 3.2317 338 329.485032 2.51922117958 3.38318 348 356.369661 2.40507500551 3.48319 344 363.686658 5.72286570076 3.44320 330 361.444376 9.52859870214 3.3321 312 346.331993 11.003844038 3.12322 286 314.353121 9.91367867894 2.86323 262 274.925908 4.93355284374 2.62324 248 260.547507 5.05947867385 2.48325 238 256.251265 7.66859855309 2.38326 248 252.785730 1.92972968872 2.48327 280 256.251265 8.48169122987 2.8328 330 269.714556 18.2683164286 3.3329 380 346.331993 8.86000173724 3.8330 402 364.465681 9.33689524983 4.02
331 420 372.618556 11.2812960734 4.2332 428 392.437134 8.30908077062 4.28333 414 403.823660 2.45805320661 4.14334 392 384.720734 1.8569557339 3.92335 368 366.718098 0.34834297082 3.68336 325 365.417819 12.4362518779 3.25337 274 338.377524 23.4954468921 2.74338 250 265.779005 6.31160199281 2.5339 232 256.860374 10.7156785705 2.32340 250 250.165998 0.06639933385 2.5341 265 256.860374 3.07155687417 2.65342 310 261.622115 15.6057692514 3.1343 340 310.577600 8.65364695598 3.4344 370 358.297507 3.16283586673 3.7345 360 365.180413 1.43900373632 3.6346 336 366.030822 8.93774469949 3.36347 304 354.203992 16.514471015 3.04348 270 299.699645 10.9998686307 2.7349 240 263.720842 9.88368419083 2.4350 226 253.555148 12.1925431744 2.26351 250 246.991650 1.20333988305 2.5352 315 256.860374 18.457024037 3.15353 354 320.067094 9.58556655604 3.54354 390 365.556284 6.26761945109 3.9355 420 366.006331 12.855635463 4.2356 452 392.437134 13.1776251545 4.52357 462 438.871307 5.00621051947 4.62358 445 451.512220 1.46342028584 4.45359 390 429.089965 10.0230679734 3.9
327.288888888889 326.585211270793 11.8089937477 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0725480876456 0.074468345679 0.0706773458313 0
2.93037228652222 0.2727078231527 0.660788345679 0.1125467137776 0.22125008792812.55622725898244 0.6903861354689 0.9465127901235 0.5035674330249 0.06565240824572.49174517818554 0.6757093419564 0.7619350123457 0.5992415460756 0.00841717772032.53555147574102 0.5644412478602 0.5973572345679 0.5333390203543 0.00126390742742.56860374283459 0.3715559091014 0.2839705679012 0.486155289291 0.02937667697032.65779004982028 0.1659333807169 0.074468345679 0.3697394723232 0.1171076500022.93037228652222 -0.0426432134618 0.0161572345679 0.1125467137776 0.22055018926643.58297507293111 0.1037344438774 0.1070016790123 0.1005669719007 0.00028984814173.66030822190294 0.1448092205311 0.1347705679012 0.1555956220813 0.00041242387693.6583298507799 0.073436945657 0.0350105679012 0.1540387748821 0.0393347297104
3.62674050959113 -0.0984824336383 0.074468345679 0.1302404350049 0.39280366636252.93037228652222 0.2257406474867 0.4527794567901 0.1125467137776 0.10914584770192.59885426955759 0.5688750493358 0.7274194567901 0.4448861227672 0.0319888497392.54280753161709 0.7034420391146 0.9465127901235 0.5227934662448 0.058955497412.49174517818554 0.6911914806469 0.7972505679012 0.5992415460756 0.01248698484772.52785729628035 0.422789030389 0.3282016790123 0.544636349074 0.02963311044392.63720842057986 -0.1113397828058 0.031368345679 0.3951928916524 0.66063015157633.62087023097247 0.2581376184359 0.5286905679012 0.1260378642961 0.14373938176293.71120435776423 0.5197755535635 1.362148345679 0.1983386221767 0.53114308814184.27643141602916 1.4017857802958 1.9240772345679 1.0212705283012 0.14712485860944.5606525926136 1.6147600651624 1.5552861234568 1.676508282764 0.0016526332862
4.38871307400048 1.0410168734472 0.8595350123457 1.2608167383948 0.03561262429873.92437134301733 0.2812608801455 0.1824239012346 0.4336475766873 0.05034249956743.65180413450762 -0.0281316140334 0.0053127901235 0.1489589631313 0.20412697595823.29485032413028 -0.010813110837 0.1390461234568 0.0008408962657 0.15590677846582.79223837435633 0.3660507959971 0.5973572345679 0.2243099731554 0.08540326744642.56860374283459 0.6783451918457 0.9465127901235 0.486155289291 0.07214797066482.49174517818554 0.8924592836227 1.3291527901235 0.5992415460756 0.13819447750422.36948637225104 0.8182823248438 0.8333661234568 0.8034715406648 8.9991258485E-052.51967453247309 0.5319417060874 0.5082105679012 0.5567809812451 0.00162614333132.58646049056837 -0.0863582239697 0.0161572345679 0.4615729762334 0.66184653340633.58297507293111 0.262295923989 0.6841127901235 0.1005669719007 0.26731477521063.80134354124775 0.4322010818793 0.651428345679 0.2867510700396 0.07764942200433.78037247279641 0.250628584292 0.2372772345679 0.2647312009456 0.00041503764783.64584991277913 0.0103021625797 0.0007350123457 0.144398328059 0.11961216216933.46331993398477 -0.0933803385949 0.2236239012346 0.0389935404398 0.43999333482162.69714555785706 0.4395469772825 0.5973572345679 0.3234271455303 0.03886637098282.56860374283459 0.7899049310254 1.2834372345679 0.486155289291 0.18370116837182.3863137621855 1.1371453607421 1.6715616790123 0.7735877100397 0.1650908733413
2.22630671919885 1.0113621628406 0.9465127901235 1.0806546251659 0.00543069963522.49174517818554 0.3660665681475 0.2236239012346 0.5992415460756 0.09502103517192.69714555785706 -0.3566421995087 0.393268345679 0.3234271455303 1.446858808983
3.66006331055406 0.4443198212168 1.2703794567901 0.1554024685073 0.54750630438824.21763977863614 1.2631279868718 1.7612239012346 0.9058997610131 0.14619933888144.49124796115252 1.4791889441669 1.4571172345679 1.5015949853852 0.00012651663014.33361834201657 0.9899379352613 0.8595350123457 1.140124720452 0.01785386132333.92437134301733 0.2417497263269 0.1347705679012 0.4336475766873 0.08086706072953.6583298507799 -0.0364568210031 0.008628345679 0.1540387748821 0.2287994461471
3.25755741029277 0.0039224726088 0.2236239012346 6.8802088156E-05 0.20935878371382.69714555785706 0.4964176327676 0.7619350123457 0.3234271455303 0.08829548255422.53555147574102 0.8054404580593 1.2163639012346 0.5333390203543 0.13362788141642.40994631185363 1.089472983843 1.6202461234568 0.732574739936 0.16805597860242.24957075996945 0.9887288360642 0.9465127901235 1.032827787924 0.00254310825012.49174517818554 0.5982986485042 0.5973572345679 0.5992415460756 6.8142083188E-052.56860374283459 0.2599961699217 0.1390461234568 0.486155289291 0.10982347926322.79223837435633 -0.1549243161897 0.1070016790123 0.2243099731554 0.65247884386253.66030822190294 0.2079221980023 0.2778461234568 0.1555956220813 0.01951379286793.64465681095693 0.2299765412481 0.3685839012346 0.1434929994155 0.0553864166293.65440781228732 0.1037875446432 0.071348345679 0.1509755316756 0.01308914751243.65556284140762 -0.1063477277429 0.074468345679 0.1518744520636 0.42976263903442.93037228652222 0.2592886301053 0.5973572345679 0.1125467137776 0.18522030500642.56860374283459 1.0269693767823 2.1694016790123 0.486155289291 0.59075171349931.97263763631741 1.878896943698 2.1108861234568 1.672403681946 0.02329824802062.00483626372021 1.2646587836626 1.0057861234568 1.5901609713982 0.07031180703792.47563403329592 0.2946635416119 0.1390461234568 0.6244446130296 0.18008647369672.79223837435633 -0.0365208816018 0.0059461234568 0.2243099731554 0.31109803104073.53032866661447 0.2928049314583 1.2256950123457 0.0699478475663 0.72194137477714.1878267998943 1.1498048765533 1.5552861234568 0.8500373238124 0.1103390348685
4.38871307400048 1.2880462849316 1.3158639012346 1.2608167383948 0.00097887173854.24720109839141 0.9490735079321 0.9353039012346 0.963045831702 5.1855818043E-053.9801236762912 0.4907839276888 0.4721216790123 0.5101838665437 0.0004049623475
3.68602244541492 0.154249197696 0.1347705679012 0.1765431084871 0.0021180654823.6583298507799 -0.1071028138561 0.074468345679 0.1540387748821 0.4333981924279
2.93037228652222 0.2324502440105 0.4800950123457 0.1125467137776 0.12276073916282.59254850876828 0.7897103159097 1.375668345679 0.4533377430781 0.24260403348992.35178077883158 1.2000740978981 1.7236772345679 0.8355264034145 0.15349217866192.20207809136412 1.1413113277884 1.1510905679012 1.131615168486 4.3184637176E-062.4317068269469 0.6780674345142 0.660788345679 0.6957983577573 0.0008005036414
2.55622725898244 -0.1611636890017 0.0515794567901 0.5035674330249 0.89070698668783.64494549046671 0.4651896959964 1.5058016790123 0.1437117890606 0.73111821427324.3614531119607 1.4978082994229 1.8689927901235 1.2003415495637 0.0775883688364
4.53825960505983 1.7395224206553 1.8689927901235 1.6190208265933 0.01035110796264.53825960505983 0.9251816255501 0.5286905679012 1.6190208265933 0.28972340243923.71120435776423 -0.2551373528345 0.3282016790123 0.1983386221767 1.02253425316142.63720842057986 0.6493190846692 1.0668594567901 0.3951928916524 0.15777452937952.45793756856733 1.0122271555255 1.5697305679012 0.6527259106339 0.19178931396272.27187954994805 1.4043727897838 1.9962550123457 0.9879814555194 0.16964476366542.06619139535903 1.7909601553666 2.2287172345679 1.4391858367501 0.08190551477751.93941932103305 1.6884015623808 1.6202461234568 1.7594239508304 0.00367001866412.24957075996945 0.7854725655165 0.5973572345679 1.032827787924 0.0627148042623
2.56860374283459 0.0508216589597 0.0053127901235 0.486155289291 0.39866123356253.29485032413028 0.0118054940724 0.1657394567901 0.0008408962657 0.14834027282263.65417818603068 0.2668231597142 0.4721216790123 0.1507971392223 0.09352698189953.68602244541492 0.4735786505533 1.2703794567901 0.1765431084871 0.50976394845134.21763977863614 1.167949220279 1.5058016790123 0.9058997610131 0.07972729460864.3614531119607 0.7966236599011 0.5286905679012 1.2003415495637 0.1306483521461
3.71120435776423 -0.0547288425591 0.0151016790123 0.1983386221767 0.31495033117363.20067094391613 0.0373415673656 0.3282016790123 0.0042485847651 0.25067139408192.63720842057986 0.5801682785351 0.8517239012346 0.3951928916524 0.0824886768522.51538519673481 0.895223645543 1.4229839012346 0.5632005919702 0.18956026953582.33318118641707 0.9819988552814 1.1085750123457 0.8698750567482 0.01280998095882.44520980680461 0.6342653199848 0.5973572345679 0.6734537942383 0.00300196527042.56860374283459 -0.0607380802201 0.007588345679 0.486155289291 0.62630803585543.54203991885752 0.3665319062945 1.7612239012346 0.0762797042657 1.1192795332914.49124796115252 1.8468076987003 2.2713839012346 1.5015949853852 0.08337773993864.67945595646282 2.300090520883 2.6474905679012 1.9982758270786 0.04863967513974.77333932239967 2.151351746809 2.0366461234568 2.2725176873842 0.005378656214.6031966592358 1.2398669884698 0.8595350123457 1.7884904361278 0.1625675460189
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2.59254850876828 0.4126602977035 0.3756327901235 0.4533377430781 0.00454970366942.62007383838243 0.2085146294655 0.1042572345679 0.4170295795908 0.10885127211972.85587675768564 0.0298826480994 0.0053127901235 0.1680797917257 0.11842080590093.29485032413028 0.0031060306457 0.0114727901235 0.0008408962657 0.00725046730073.56369661019188 0.0616869048122 0.0428950123457 0.0887113446815 0.00700512255763.6368665801061 0.0620006398852 0.0279261234568 0.1376517350187 0.0387564503627
3.61444375717049 0.0094507068054 0.0007350123457 0.1215161345891 0.09887487642353.46331993398477 -0.0301906357863 0.0233750123457 0.0389935404398 0.11786857707133.14353121021779 0.050504941517 0.1704772345679 0.014962403186 0.08038994716762.74925908450591 0.3372778481906 0.4262639012346 0.2668683567869 0.01670791092732.6054750711115 0.5236056187591 0.6286727901235 0.4360978370677 0.0157439934704
2.56251264556359 0.6280039953302 0.7972505679012 0.4946864060429 0.03331086579062.52785729628035 0.585147890003 0.6286727901235 0.544636349074 0.00229032080732.56251264556359 0.3326014191296 0.2236239012346 0.4946864060429 0.05640024351722.69714555785706 -0.0154182665982 0.0007350123457 0.3234271455303 0.36343347841153.46331993398477 0.1040874826819 0.2778461234568 0.0389935404398 0.1133534668523.64465681095693 0.2830091990029 0.5581750123457 0.1434929994155 0.140882509561
3.72618556491736 0.4267802583595 0.8595350123457 0.2119068872231 0.22450011889273.92437134301733 0.6632020337249 1.0142727901235 0.4336475766873 0.12647174166734.03823659724632 0.6697431685931 0.7518816790123 0.5965777919556 0.010355790143.84720733523104 0.3762014239972 0.4187527901235 0.3379738947549 0.00529877204423.66718097867397 0.1633854405444 0.1657394567901 0.1610648586576 0.00016432730783.65417818603068 -0.0088883523449 0.0005239012346 0.1507971392223 0.16336000606313.38377524484261 -0.0628399268575 0.2839705679012 0.0139058650925 0.41444656587222.65779004982028 0.4699644121607 0.5973572345679 0.3697394723232 0.02489769982232.56860374283459 0.6644002244482 0.9079972345679 0.486155289291 0.06180382095142.50165998334629 0.59063560576 0.5973572345679 0.5839896105783 2.75554471E-062.56860374283459 0.43430826239 0.3879905679012 0.486155289291 0.00662535068052.61622115320536 0.1123139747762 0.0298905679012 0.4220203835442 0.2340419726063.10577600349672 -0.0203474521042 0.0161572345679 0.0256243607402 0.08656776011843.58297507293111 0.1354467398998 0.1824239012346 0.1005669719007 0.01369483355553.65180413450762 0.1262491946865 0.1070016790123 0.1489589631313 0.00268366835213.66030822190294 0.0343615099565 0.007588345679 0.1555956220813 0.09018502814253.54203991885752 -0.0643210712988 0.0542372345679 0.0762797042657 0.25204408012652.99699645303012 0.1540244201443 0.3282016790123 0.0722833657408 0.08820689311252.63720842057986 0.5487360939287 0.7619350123457 0.3951928916524 0.0562678347942.53555147574102 0.7397134007323 1.0259439012346 0.5333390203543 0.07592861578312.46991650292387 0.6151697890731 0.5973572345679 0.6335134949223 0.00090501679632.56860374283459 0.0856840774533 0.0151016790123 0.486155289291 0.33802160784593.20067094391613 -0.0174106144195 0.071348345679 0.0042485847651 0.11514420830283.65556284140762 0.2443919280868 0.393268345679 0.1518744520636 0.05974952450073.66006331055406 0.3654775816476 0.8595350123457 0.1554024685073 0.29153162860983.92437134301733 0.8212466489992 1.5552861234568 0.4336475766873 0.3547734970194.38871307400048 1.5126184771901 1.814708345679 1.2608167383948 0.05349364213834.51512220271971 1.4705297037316 1.3855905679012 1.560675757798 0.00424090128714.29089965096136 0.6428187006558 0.393268345679 1.0507224556794 0.15280253712173.26585211270793 227.25049107773 297.63219555556 228.8622056885 72.011244927446
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8707186299844 RMSE --> 0.4472485169451
512 0 510.000000 0512 400 510 400
164 0 167.806309 0164 400 167.8063087 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 507,358 cm
LLWL real = 164cm
LLWL skema1a = 189,757 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 507,358 cm
LLWL real = 164cm
LLWL skema1a = 189,757 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 507,358 cm
LLWL real = 164cm
LLWL skema1a = 189,757 cm
SKEMA 3A ; ROI 0,5 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 303.318842 23.300342449 2.462 230 255.037070 10.8856827518 2.33 240 242.479130 1.03297063396 2.44 250 250.279689 0.11187571389 2.55 274 258.253290 5.74697439945 2.746 300 278.641248 7.1195840908 37 340 303.318842 10.7885757575 3.48 360 342.588107 4.83663681547 3.69 364 359.304529 1.28996459166 3.64
10 346 362.290495 4.70823558277 3.4611 300 347.913061 15.9710202337 312 260 303.318842 16.6610932402 2.613 242 266.494254 10.1215927374 2.4214 230 251.857579 9.50329524291 2.315 238 242.479130 1.88198719391 2.3816 270 248.708695 7.88566861697 2.717 345 275.089386 20.2639460044 3.4518 400 347.043139 13.2392152258 419 444 386.070669 13.0471466139 4.4420 466 422.127626 9.41467250283 4.6621 452 447.187731 1.06466123648 4.5222 420 430.703578 2.54847102711 4.223 370 400.341716 8.20046390011 3.724 320 366.566866 14.5521457653 3.225 290 323.381610 11.5108998985 2.926 250 293.527277 17.4109108617 2.527 230 258.253290 12.2840391937 2.328 212 242.479130 14.3769478875 2.1229 236 228.606551 3.13281736626 2.3630 256 247.143855 3.45943171182 2.5631 340 263.159843 22.6000460883 3.432 410 342.588107 16.4419250087 4.133 408 392.868041 3.7088135842 4.0834 376 391.463035 4.11250939219 3.7635 330 370.636051 12.3139547674 3.336 280 333.211691 19.0041754258 2.837 250 284.097537 13.6390146005 2.538 214 258.253290 20.6791075446 2.1439 198 230.146875 16.235795232 1.9840 230 217.772287 5.3163969798 2.341 280 242.479130 13.4003108852 2.842 390 284.097537 27.1544778202 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.649609 13.7159979131 4.444 460 418.085229 9.11190667332 4.645 448 439.905166 1.80688258186 4.4846 420 426.334889 1.50830687914 4.247 364 400.341716 9.98398803033 3.6448 318 362.290495 13.927828653 3.1849 280 321.381919 14.7792566732 2.850 240 284.097537 18.3739735422 2.451 217 250.279689 15.3362623432 2.1752 200 232.455956 16.2279780585 253 230 219.327643 4.64015520807 2.354 250 242.479130 3.00834819139 2.555 290 258.253290 10.9471413291 2.956 360 293.527277 18.4646452349 3.657 380 359.304529 5.44617660885 3.858 388 373.259851 3.79900755725 3.8859 354 378.380392 6.88711644873 3.5460 300 354.604442 18.2014805525 361 250 303.318842 21.3275369698 2.562 180 258.253290 43.4740500808 1.863 182 203.615188 11.8764768822 1.8264 227 205.203629 9.60192562384 2.2765 290 240.159336 17.1864358194 2.966 335 293.527277 12.3799172674 3.3567 438 337.970262 22.8378396122 4.3868 452 416.126505 7.93661391435 4.5269 442 430.703578 2.55575151271 4.4270 424 420.085663 0.92319264499 4.2471 396 403.572322 1.91220250741 3.9672 364 383.475945 5.35053428359 3.6473 300 362.290495 20.7634983721 374 258 303.318842 17.5654428002 2.5875 210 264.820245 26.1048787021 2.176 196 227.065020 15.8494999294 1.9677 220 216.213779 1.72100974989 2.278 246 234.764647 4.5672167533 2.4679 350 255.037070 27.1322656203 3.580 450 351.319099 21.9290890688 4.581 464 428.499325 7.65100761001 4.6482 464 444.725637 4.15395748032 4.6483 400 444.725637 11.1814093228 484 270 386.070669 42.9891366794 2.785 224 275.089386 22.8077617343 2.2486 202 237.845077 17.7450874185 2.0287 186 220.880047 18.7527135864 1.8688 178 208.368472 17.0609394272 1.7889 200 202.022682 1.01134087742 290 250 219.327643 12.2689427914 2.5
91 320 258.253290 19.2958468295 3.292 368 323.381610 12.12456258 3.6893 396 365.166688 7.78618982482 3.9694 440 383.475945 12.8463761836 4.495 450 418.085229 7.09217126606 4.596 400 428.499325 7.12483117239 497 315 386.070669 22.5621171538 3.1598 270 318.370695 17.9150721554 2.799 235 275.089386 17.0593133127 2.35
100 208 246.363516 18.4439980635 2.08101 222 225.521921 1.58645093538 2.22102 250 236.304339 5.47826429886 2.5103 336 258.253290 23.1389017424 3.36104 460 338.905870 26.3248108993 4.6105 478 439.905166 7.96963053697 4.78106 490 462.626223 5.58648510286 4.9107 470 479.054343 1.92645595521 4.7108 420 452.210938 7.66927087443 4.2109 330 400.341716 21.3156716456 3.3110 265 333.211691 25.7402608273 2.65111 206 270.742951 31.4286168614 2.06112 184 223.976924 21.7265888807 1.84113 174 206.788040 18.8437013539 1.74114 200 198.825393 0.58730347675 2115 345 219.327643 36.4267701387 3.45116 410 347.043139 15.3553319276 4.1117 450 392.868041 12.695990983 4.5118 474 428.499325 9.5992985887 4.74119 480 457.359717 4.71672569678 4.8120 425 465.301170 9.48262822237 4.25121 370 404.403632 9.29827885597 3.7122 300 366.566866 22.1889554829 3123 240 303.318842 26.3828510102 2.4124 204 250.279689 22.6861221984 2.04125 190 222.429724 17.0682759066 1.9126 230 211.517671 8.03579522536 2.3127 350 242.479130 30.7202487081 3.5128 466 351.319099 24.6096353668 4.66129 494 447.187731 9.47616777103 4.94130 510 484.714898 4.95786306941 5.1131 508 508.097615 0.01921562222 5.08132 480 505.118057 5.23292845914 4.8133 407 465.301170 14.3246117801 4.07134 330 390.770103 18.4151827485 3.3135 270 333.211691 23.4117374786 2.7136 210 275.089386 30.9949458499 2.1137 180 227.065020 26.1472332564 1.8138 170 203.615188 19.7736399562 1.7
139 210 195.611714 6.85156486347 2.1140 335 227.065020 32.2193970563 3.35141 420 337.970262 19.5308898813 4.2142 444 400.341716 9.83294674991 4.44143 458 422.127626 7.83239604 4.58144 466 437.548593 6.10545223076 4.66145 420 447.187731 6.47326933598 4.2146 340 400.341716 17.747563656 3.4147 270 342.588107 26.884484246 2.7148 215 275.089386 27.9485517604 2.15149 180 230.916704 28.2870578109 1.8150 183 203.615188 11.265130014 1.83151 230 205.996335 10.4363758702 2.3152 370 242.479130 34.4651001293 3.7153 470 366.566866 22.0070496917 4.7154 496 452.210938 8.82843998536 4.96155 512 487.575761 4.770359177 5.12156 500 511.091272 2.21825443609 5157 450 493.354486 9.634330214 4.5158 380 428.499325 12.7629801815 3.8159 290 373.259851 28.7102933372 2.9160 220 293.527277 33.4214896156 2.2161 174 234.764647 34.9222107971 1.74162 164 198.825393 21.2349957601 1.64163 194 190.760741 1.66972133124 1.94164 225 214.651940 4.59913767358 2.25165 266 238.616005 10.2947348292 2.66166 350 271.604177 22.3988066282 3.5167 426 351.319099 17.5307278895 4.26168 460 405.244664 11.903333854 4.6169 456 439.905166 3.52956885235 4.56170 390 435.228940 11.5971641774 3.9171 248 379.649609 53.0845198316 2.48172 208 256.640205 23.3847137104 2.08173 194 225.521921 16.2484129261 1.94174 184 214.651940 16.6586631709 1.84175 234 206.788040 11.629042583 2.34176 288 245.584446 14.7276229402 2.88177 380 291.609388 23.260687438 3.8178 445 373.259851 16.1213818701 4.45179 474 423.164095 10.724874469 4.74180 510 510.000000 0 5.1181 500 508.097615 1.61952307217 5182 470 493.354486 4.96903956659 4.7183 404 452.210938 11.933400414 4.04184 312 388.726134 24.5917094905 3.12185 240 315.351386 31.3964107513 2.4186 190 250.279689 31.7261522551 1.9
187 180 211.517671 17.509817212 1.8188 236 203.615188 13.7223779977 2.36189 276 247.143855 10.455125066 2.76190 344 280.442792 18.4759325504 3.44191 408 346.166032 15.1553842701 4.08192 452 391.463035 13.39313378 4.52193 442 430.703578 2.55575151271 4.42194 415 420.085663 1.2254610085 4.15195 368 396.504563 7.74580507778 3.68196 320 365.166688 14.1145900918 3.2197 246 323.381610 31.4559389047 2.46198 230 255.037070 10.8856827518 2.3199 242 242.479130 0.19798740558 2.42200 280 251.857579 10.0508646219 2.8201 350 284.097537 18.8292752853 3.5202 405 351.319099 13.2545434097 4.05203 465 389.401950 16.2576452084 4.65204 500 445.952459 10.8095081527 5205 510 493.354486 3.26382628177 5.1206 460 508.097615 10.4560033393 4.6207 405 439.905166 8.61855951439 4.05208 290 389.401950 34.2765344072 2.9209 240 293.527277 22.3030321476 2.4210 207 250.279689 20.9080624564 2.07211 192 224.749679 17.0571246042 1.92212 210 213.086616 1.46981720974 2.1213 300 227.065020 24.3116600462 3214 370 303.318842 18.0219344799 3.7215 410 366.566866 10.5934472076 4.1216 424 392.868041 7.34244326027 4.24217 418 403.572322 3.45159762456 4.18218 400 398.781094 0.30472647619 4219 320 386.070669 20.6470840733 3.2220 244 323.381610 32.5334466006 2.44221 228 253.443118 11.1592623537 2.28222 190 240.931885 26.8062551995 1.9223 200 211.517671 5.75883549084 2224 250 219.327643 12.2689427914 2.5225 336 258.253290 23.1389017424 3.36226 410 338.905870 17.3400317407 4.1227 456 392.868041 13.8447279438 4.56228 488 435.228940 10.8137417434 4.88229 510 476.256385 6.6163951636 5.1230 480 508.097615 5.85366986684 4.8231 428 465.301170 8.71522662269 4.28232 330 406.956335 23.3201016135 3.3233 280 333.211691 19.0041754258 2.8234 254 284.097537 11.8494238194 2.54
235 234 261.512364 11.7574203755 2.34236 222 245.584446 10.6236242938 2.22237 246 236.304339 3.94132550698 2.46238 290 255.037070 12.0561826451 2.9239 355 293.527277 17.3162599565 3.55240 390 355.406708 8.87007481228 3.9241 396 379.649609 4.1288865701 3.96242 380 383.475945 0.91472231376 3.8243 345 373.259851 8.19126106605 3.45244 290 347.043139 19.6700479645 2.9245 250 293.527277 17.4109108617 2.5246 214 258.253290 20.6791075446 2.14247 202 230.146875 13.9340963165 2.02248 216 220.880047 2.25928114382 2.16249 260 231.686380 10.8898538051 2.6250 330 266.494254 19.2441653259 3.3251 380 333.211691 12.3127128441 3.8252 435 373.259851 14.1931377752 4.35253 474 413.266733 12.8129254236 4.74254 486 457.359717 5.89306241658 4.86255 474 473.481163 0.10945924474 4.74256 435 457.359717 5.14016474838 4.35257 350 413.266733 18.0762095692 3.5258 306 351.319099 14.8101631342 3.06259 273 309.314278 13.3019332359 2.73260 254 277.746911 9.34917755611 2.54261 240 261.512364 8.96348486612 2.4262 250 250.279689 0.11187571389 2.5263 290 258.253290 10.9471413291 2.9264 336 293.527277 12.6406913231 3.36265 366 338.905870 7.40276779694 3.66266 374 363.741716 2.74285681402 3.74267 362 369.299624 2.01647068993 3.62268 338 360.811779 6.74904696675 3.38269 300 340.759387 13.5864623231 3270 274 303.318842 10.7003074542 2.74271 250 278.641248 11.456499091 2.5272 240 258.253290 7.60553756062 2.4273 250 250.279689 0.11187571389 2.5274 270 258.253290 4.35063327944 2.7275 310 275.089386 11.2614882952 3.1276 348 313.337247 9.9605612369 3.48277 384 349.630966 8.95026939326 3.84278 420 375.834347 10.5156316346 4.2279 450 400.341716 11.0351741266 4.5280 430 428.499325 0.34899425824 4.3281 395 408.708112 3.47040820394 3.95282 360 382.834205 6.3428348239 3.6
283 326 359.304529 10.2161131553 3.26284 296 329.321247 11.2571780728 2.96285 278 299.365777 7.68553143987 2.78286 274 282.261560 3.01516780936 2.74287 278 278.641248 0.23066465022 2.78288 294 282.261560 3.99266673549 2.94289 314 297.406376 5.2845935491 3.14290 328 317.364831 3.24242968197 3.28291 334 331.274692 0.81596050618 3.34292 334 337.029012 0.90688973439 3.34293 316 337.029012 6.65475054204 3.16294 305 319.375662 4.71333184832 3.05295 290 308.310931 6.3141142635 2.9296 280 293.527277 4.83117041225 2.8297 272 284.097537 4.44762371373 2.72298 268 276.856840 3.30479100934 2.68299 268 273.338616 1.99202090611 2.68300 286 286.000000 0 2.86301 316 289.706937 8.32058966123 3.16302 360 319.375662 11.2845382952 3.6303 396 359.304529 9.26653310951 3.96304 418 383.475945 8.25934335113 4.18305 422 398.781094 5.50211040397 4.22306 412 401.938372 2.44214272169 4.12307 382 394.300376 3.21999375541 3.82308 356 374.551994 5.21123430363 3.56309 328 356.201356 8.59797450838 3.28310 294 331.274692 12.6784666358 2.94311 276 297.406376 7.75593342602 2.76312 264 280.442792 6.22833031306 2.64313 258 269.885642 4.60683802325 2.58314 266 264.820245 0.44351681409 2.66315 295 271.604177 7.93078752502 2.95316 320 298.384528 6.75483500135 3.2317 338 323.381610 4.32496754275 3.38318 348 340.759387 2.08063592835 3.48319 344 349.630966 1.63690858427 3.44320 330 346.166032 4.89879762971 3.3321 312 333.211691 6.79861897189 3.12322 286 315.351386 10.2627223088 2.86323 262 289.706937 10.5751666681 2.62324 248 268.182519 8.13811239586 2.48325 238 256.640205 7.83201870486 2.38326 248 248.708695 0.28576400572 2.48327 280 256.640205 8.34278410087 2.8328 330 284.097537 13.9098374238 3.3329 380 333.211691 12.3127128441 3.8330 402 373.259851 7.14929087615 4.02
331 420 387.389481 7.76440936452 4.2332 428 400.341716 6.46221578729 4.28333 414 406.956335 1.70136827909 4.14334 392 395.762090 0.95971674717 3.92335 368 380.920046 3.51088201126 3.68336 325 365.166688 12.3589810135 3.25337 274 328.338954 19.8317351609 2.74338 250 278.641248 11.456499091 2.5339 232 258.253290 11.3160733386 2.32340 250 244.029764 2.38809420416 2.5341 265 258.253290 2.54592824698 2.65342 310 270.742951 12.6635642792 3.1343 340 313.337247 7.84198620718 3.4344 370 342.588107 7.40861960424 3.7345 360 366.566866 1.82412956912 3.6346 336 359.304529 6.93587169237 3.36347 304 338.905870 11.4821940339 3.04348 270 307.308966 13.8181353771 2.7349 240 275.089386 14.6205776187 2.4350 226 250.279689 10.7432253472 2.26351 250 239.387401 4.24503958172 2.5352 315 258.253290 18.0148285252 3.15353 354 318.370695 10.0647754747 3.54354 390 354.604442 9.0757841904 3.9355 420 379.649609 9.60723590895 4.2356 452 400.341716 11.4288237986 4.52357 462 430.703578 6.77411724809 4.62358 445 442.297810 0.60723372323 4.45359 390 423.164095 8.50361410694 3.9
327.288888888889 327.376068306934 11.8570509478 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0747062486243 0.074468345679 0.0749449115946 0
3.0331884242449 0.1955585161733 0.660788345679 0.0578750117159 0.32854496968842.55037070329109 0.7037780736598 0.9465127901235 0.5232930628436 0.06268548906652.42479129521515 0.7410559456647 0.7619350123457 0.7207490215135 0.00061460831842.50279689284727 0.5958693471983 0.5973572345679 0.5943851658336 7.8226095991E-06
2.582532901455 0.3683476045136 0.2839705679012 0.4777958460755 0.02479588712422.78641247727598 0.1329919103809 0.074468345679 0.23750827369 0.04561962986343.0331884242449 -0.0305794071217 0.0161572345679 0.0578750117159 0.13455073210793.4258810746431 0.0497602703104 0.1070016790123 0.0231406135326 0.0303174001674
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2.66494254424531 0.519254225957 0.7274194567901 0.3706595261612 0.05999684998142.51857579058698 0.7347109909528 0.9465127901235 0.5703042218336 0.04777537623072.42479129521515 0.7580353334218 0.7972505679012 0.7207490215135 0.00200626012712.48708694734183 0.450676642379 0.3282016790123 0.6188555664835 0.04533196799222.75089386284844 -0.0926055234925 0.031368345679 0.2733897116879 0.4887493910033.47043139096907 0.143001456944 0.5286905679012 0.0386793673458 0.2804429116713.8607066903445 0.6850312067131 1.362148345679 0.3445056154563 0.3355807386116
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2.84097536501347 0.3344949635996 0.5973572345679 0.1873031315247 0.11626419954612.582532901455 0.7830842734822 1.2834372345679 0.4777958460755 0.1958353688702
2.30146874559426 1.2570654427178 1.6715616790123 0.945351611679 0.10334215439392.1777228694647 1.066323010658 0.9465127901235 1.2012988888512 0.0149516966519
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3.66566866448834 0.3241514459648 0.6841127901235 0.1535918658999 0.18864370900733.92868040576471 0.6333801407045 0.9353039012346 0.4289198431754 0.09691988975484.03572321929347 0.6911846828593 0.8228505679012 0.5805869066091 0.0208157894513.98781094095235 0.5191938763985 0.5286905679012 0.5098677707828 0.00014857316053.8607066903445 -0.0427818423081 0.0053127901235 0.3445056154563 0.436533330666
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2.84097536501347 0.3171835508774 0.5371261234568 0.1873031315247 0.090586170345
2.61512363678698 0.6144351822874 0.8702816790123 0.4338027587355 0.07569301551892.45584445932306 0.8611749040244 1.1085750123457 0.6689869490674 0.05562260899342.3630433925284 0.7403119663997 0.660788345679 0.8294059832902 0.0094005837324
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3.554067082321 0.1757832574863 0.393268345679 0.0785716774614 0.11966958353393.79649609182415 0.3591773075266 0.4721216790123 0.2732523075661 0.02673352798883.83475944792284 0.2957086822739 0.2778461234568 0.3147196141672 0.00120821921993.73259850677868 0.081265276777 0.031368345679 0.2105321484663 0.07986191603353.47043139096907 -0.0733363217457 0.1390461234568 0.0386793673458 0.32539197180292.93527277154309 0.2616135458418 0.5973572345679 0.1145740662494 0.1894623856468
2.582532901455 0.7830842734822 1.2834372345679 0.4777958460755 0.19583536887022.30146874559426 1.2181737652188 1.5697305679012 0.945351611679 0.07922465474642.20880047270651 1.1851823852216 1.2385216790123 1.134140249656 0.00238148613642.31686380106645 0.6438852797122 0.4527794567901 0.9156516427868 0.08016610714652.66494254424531 -0.0165057362081 0.0007350123457 0.3706595261612 0.40329797210963.3321169119229 0.0307602166313 0.2778461234568 0.003405449446 0.2189145841086
3.73259850677868 0.4942193181154 1.160168345679 0.2105321484663 0.38118460383194.13266733492117 1.2601114923391 2.1524150123457 0.7377206365953 0.36885296607184.57359716655444 2.0629849255668 2.5189216790123 1.6895748837989 0.08202658300564.73481163179918 2.143524080781 2.1524150123457 2.1346698747844 2.6919164587E-054.57359716655444 1.4000683189894 1.160168345679 1.6895748837989 0.04999569289124.13266733492117 0.1950672440428 0.0515794567901 0.7377206365953 0.40026795667633.51319099190577 -0.0509720524145 0.0453216790123 0.0573268727895 0.20538207514453.0931427773397 0.098055454155 0.294728345679 0.0326228278702 0.131872676734
2.77746910992507 0.3637265796066 0.5371261234568 0.246305325574 0.05639157816862.61512363678698 0.5749169595105 0.7619350123457 0.4338027587355 0.04627817910452.50279689284727 0.5958693471983 0.5973572345679 0.5943851658336 7.8226095991E-06
2.582532901455 0.2577511594553 0.1390461234568 0.4777958460755 0.10078535865862.93527277154309 -0.0294860580707 0.007588345679 0.1145740662494 0.18039321859273.38905869863203 0.0446331429134 0.1498550123457 0.0132936323927 0.0734091887873.63741715515561 0.169867978739 0.2181927901235 0.1322460296902 0.01052324005643.69299623897542 0.1455213196278 0.1204861234568 0.1757584513359 0.00532845090463.60811778747599 0.0358133609609 0.0114727901235 0.1117946732672 0.05203772496293.40759386969335 -0.0365215895943 0.074468345679 0.0179113218419 0.16613276261163.0331884242449 0.1281982837024 0.2839705679012 0.0578750117159 0.0859594521112
2.78641247727598 0.3766660132776 0.5973572345679 0.23750827369 0.08203210713942.582532901455 0.6033650502625 0.7619350123457 0.4777958460755 0.0333182601136
2.50279689284727 0.5958693471983 0.5973572345679 0.5943851658336 7.8226095991E-062.582532901455 0.3959967157782 0.3282016790123 0.4777958460755 0.0137985192406
2.75089386284844 0.0903978635849 0.0298905679012 0.2733897116879 0.12187509499693.13337246895578 -0.029075959012 0.0428950123457 0.019708850662 0.12015064527783.49630965529885 0.1262099949177 0.3216150123457 0.0495280450404 0.11812305304083.75834347134839 0.4492620872667 0.8595350123457 0.2348204786963 0.19506048930064.00341716430413 0.8953695754175 1.5058016790123 0.5323985806079 0.24659451270784.28499324689547 1.0386482022232 1.0549572345679 1.0225912981424 0.00022520263874.08708112405558 0.5507083074856 0.4584794567901 0.6614901397261 0.01879123457233.82834205366046 0.1814097283356 0.1070016790123 0.3075604966067 0.0521400934699
3.59304528886358 -0.004115223808 0.0001661234568 0.1019426594972 0.11091916443423.29321247095617 -0.0060862482988 0.0978994567901 0.000378372052 0.11103055080072.99365777402847 0.1380596116117 0.2429394567901 0.0784576396532 0.04564964440282.82261559797647 0.2404102031228 0.2839705679012 0.2035318878034 0.0068253370292.78641247727598 0.2402085156555 0.2429394567901 0.23750827369 4.1119864815E-052.82261559797647 0.1501811861042 0.1108150123457 0.2035318878034 0.01377909783842.97406376255819 0.0398263907701 0.0176594567901 0.0898182441639 0.02753483489633.17364830643128 -0.0007119102339 5.0567901235E-05 0.0100224879561 0.01131068272493.31274691909349 0.0026164096176 0.0045039012346 0.0015199265993 0.00074273041893.3702901171286 0.0064781975746 0.0045039012346 0.0093179316398 0.00091749119573.3702901171286 -0.010897100556 0.0127439012346 0.0093179316398 0.044221933362
3.19375662137374 0.0178320164179 0.0496794567901 0.0064006498878 0.02066596618883.0831093136414 0.0710917773111 0.1390461234568 0.0363479446647 0.0335290207422
2.93527277154309 0.160067172384 0.2236239012346 0.1145740662494 0.01829872272092.84097536501347 0.2392821936273 0.3056861234568 0.1873031315247 0.01463503894012.76856839905027 0.2995228919473 0.3515172345679 0.2552192438324 0.00784436131032.73338616028366 0.3203820503983 0.3515172345679 0.2920046248758 0.0028500821098
2.86 0.1708371886984 0.1704772345679 0.171197902854 02.8970693667051 0.0425242641585 0.0127439012346 0.1418963478242 0.0691325179249
3.19375662137374 -0.0261702175146 0.1070016790123 0.0064006498878 0.16503368267773.59304528886358 0.219384000248 0.4721216790123 0.1019426594972 0.13465576002523.83475944792284 0.5088882129182 0.8228505679012 0.3147196141672 0.11919103879853.98781094095235 0.6762849331328 0.8970194567901 0.5098677707828 0.05391175914144.01938371986642 0.6316255591712 0.7175972345679 0.5559537130025 0.01012363582793.94300376145655 0.3661503242198 0.2993305679012 0.4478862979692 0.01512992533253.74551994120916 0.1354473247815 0.0824327901235 0.2225567976406 0.03441764858633.56201356387474 0.0020497982635 5.0567901235E-05 0.0830897232926 0.07953165020933.31274691909349 -0.012978084792 0.1108150123457 0.0015199265993 0.13894026569372.97406376255819 0.1537112205644 0.2630550123457 0.0898182441639 0.04582329444062.8044279202648 0.2970354907705 0.400548345679 0.2202732422417 0.0270365409626
2.69885642099988 0.3983447753628 0.4800950123457 0.3305149105456 0.01412684881292.64820245274511 0.3833976887187 0.3756327901235 0.3913230995264 0.00013918212122.71604176801195 0.1800812407952 0.1042572345679 0.3110503882128 0.0547364543152.98384527995677 0.0211316116046 0.0053127901235 0.0840509409619 0.0467228629973.23381609705507 -0.0042785089909 0.0114727901235 0.0015955699519 0.02136973348023.40759386969335 0.0277183399852 0.0428950123457 0.0179113218419 0.0052426477063.49630965529885 0.0371904060259 0.0279261234568 0.0495280450404 0.00317077727993.46166032178028 0.0050941679828 0.0007350123457 0.0353062742277 0.02613405963813.3321169119229 -0.0089220189892 0.0233750123457 0.003405449446 0.0449935843237
3.15351385803185 0.0496485779821 0.1704772345679 0.0144592989316 0.08615038485672.8970693667051 0.2459375749951 0.4262639012346 0.1418963478242 0.0767674339664
2.68182518741727 0.4693390774415 0.6286727901235 0.3503876310129 0.0407334062762.56640204517563 0.6315926682349 0.7972505679012 0.5003562426028 0.03474572244572.48708694734183 0.6237448642391 0.6286727901235 0.6188555664835 5.0224822626E-052.56640204517563 0.3345020403195 0.2236239012346 0.5003562426028 0.05456800449812.84097536501347 -0.0117332908451 0.0007350123457 0.1873031315247 0.21070361552453.3321169119229 0.0307602166313 0.2778461234568 0.003405449446 0.2189145841086
3.73259850677868 0.3428028362913 0.5581750123457 0.2105321484663 0.0825996183058
3.87389480669019 0.5563910141658 0.8595350123457 0.3601609663342 0.10634459710364.00341716430413 0.7348451495458 1.0142727901235 0.5323985806079 0.07649806500164.06956335324573 0.6900493375618 0.7518816790123 0.6333018898599 0.0049613212063.95762089648918 0.4425335425508 0.4187527901235 0.4676647914986 0.00141533185263.80920045801435 0.2179834817109 0.1657394567901 0.2866957525932 0.01669275835113.65166688293717 -0.0086498530192 0.0005239012346 0.1428130958985 0.16133628484853.28338954340838 -0.0051311126873 0.2839705679012 9.2714951429E-05 0.29527219588562.78641247727598 0.3766660132776 0.5973572345679 0.23750827369 0.0820321071394
2.582532901455 0.6586632727916 0.9079972345679 0.4777958460755 0.06892352434642.4402976448961 0.6441743215037 0.5973572345679 0.694660636001 0.0035643712052.582532901455 0.4305581048589 0.3879905679012 0.4777958460755 0.0045518093861
2.70742950734448 0.0979123677142 0.0298905679012 0.3207310005979 0.15411159170383.13337246895578 -0.0178449018829 0.0161572345679 0.019708850662 0.07109024031073.4258810746431 0.0649723094677 0.1824239012346 0.0231406135326 0.0751411852388
3.66566866448834 0.1281974552553 0.1070016790123 0.1535918658999 0.00431237349573.59304528886358 0.0278132367714 0.007588345679 0.1019426594972 0.05431010666153.38905869863203 -0.0268516267355 0.0542372345679 0.0132936323927 0.12184197509073.07308965518142 0.1149622021989 0.3282016790123 0.0402688614336 0.13919589080342.75089386284844 0.4564046377395 0.7619350123457 0.2733897116879 0.12312650298472.50279689284727 0.7809006568516 1.0259439012346 0.5943851658336 0.05895033117632.39387401045693 0.6800546327435 0.5973572345679 0.7742005566409 0.0112627256565
2.582532901455 0.0849442140517 0.0151016790123 0.4777958460755 0.32201890793113.18370694819458 -0.0240543531821 0.071348345679 0.0081096751649 0.12694473876483.54604441657441 0.1707521546558 0.393268345679 0.0741384315315 0.12528455503813.79649609182415 0.4846338056278 0.8595350123457 0.2732523075661 0.16281540391324.00341716430413 0.9099627050421 1.5552861234568 0.5323985806079 0.26685782613564.30703578313843 1.3919363681375 1.814708345679 1.0676574324228 0.09794660103584.42297809931645 1.3527565897469 1.3855905679012 1.3207006698057 0.00073018311664.23164095017081 0.6006973586134 0.393268345679 0.9175346061024 0.10998571983023.27376068306934 226.65877346477 297.63219555556 227.10510071519 71.420022950233
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718045595583 RMSE --> 0.4454087478256
512 0 511.091272 0512 400 511.0912722 400
164 0 190.760741 0164 400 190.7607406 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 508,637 cm
LLWL real = 164cm
LLWL skema1a = 186,866 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,637 cm
LLWL real = 164cm
LLWL skema1a = 186,866 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,637 cm
LLWL real = 164cm
LLWL skema1a = 186,866 cm
SKEMA 1A ; ROI 0,503 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 303.347901 23.3121549042 2.462 230 255.054942 10.8934529391 2.33 240 242.479325 1.03305210475 2.44 250 250.290337 0.11613479334 2.55 274 258.276163 5.73862665514 2.746 300 278.687654 7.10411534004 37 340 303.347901 10.7800290987 3.48 360 342.522804 4.85477666024 3.69 364 359.234766 1.30913011601 3.64
10 346 362.226824 4.68983344137 3.4611 300 347.840601 15.9468669387 312 260 303.347901 16.6722696401 2.613 242 266.529208 10.1360364658 2.4214 230 251.870577 9.50894671012 2.315 238 242.479325 1.88206934933 2.3816 270 248.717066 7.88256818213 2.717 345 275.133570 20.2511391214 3.4518 400 346.971558 13.2571104387 419 444 386.120015 13.0360326637 4.4420 466 422.175664 9.40436399863 4.6621 452 447.170157 1.06854929666 4.5222 420 430.728531 2.5544120561 4.223 370 400.424229 8.22276446051 3.724 320 366.516431 14.5363847921 3.225 290 323.362599 11.504344569 2.926 250 293.570145 17.4280581832 2.527 230 258.276163 12.2939838978 2.328 212 242.479325 14.3770401186 2.1229 236 228.594862 3.13777015697 2.3630 256 247.150034 3.45701786313 2.5631 340 263.190142 22.5911346455 3.432 410 342.522804 16.4578526773 4.133 408 392.941050 3.69091920231 4.0834 376 391.532348 4.1309434929 3.7635 330 370.602995 12.3039377745 3.336 280 333.166606 18.9880736351 2.837 250 284.145147 13.6580586293 2.538 214 258.276163 20.689795778 2.1439 198 230.136065 16.2303358084 1.9840 230 217.756834 5.32311555893 2.341 280 242.479325 13.4002410531 2.842 390 284.145147 27.1422701094 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.665667 13.7123483167 4.444 460 418.143411 9.09925857809 4.645 448 439.905530 1.80680135398 4.4846 420 426.371737 1.51708023528 4.247 364 400.424229 10.0066561824 3.6448 318 362.226824 13.9078061972 3.1849 280 321.368330 14.774403481 2.850 240 284.145147 18.3938110722 2.451 217 250.290337 15.3411691167 2.1752 200 232.446659 16.2233297141 253 230 219.312519 4.64673073373 2.354 250 242.479325 3.00826997944 2.555 290 258.276163 10.93925415 2.956 360 293.570145 18.4527373728 3.657 380 359.234766 5.46453516375 3.858 388 373.240081 3.80410280691 3.8859 354 378.389236 6.88961477419 3.5460 300 354.529978 18.1766594961 361 250 303.347901 21.3391604257 2.562 180 258.276163 43.4867572027 1.863 182 203.598126 11.8671022191 1.8264 227 205.186713 9.60937738917 2.2765 290 240.156908 17.1872732016 2.966 335 293.570145 12.3671207588 3.3567 438 337.913993 22.850686568 4.3868 452 416.189261 7.92272985166 4.5269 442 430.728531 2.55010619103 4.4270 424 420.138925 0.91063101358 4.2471 396 403.654321 1.93290935486 3.9672 364 383.512773 5.3606520334 3.6473 300 362.226824 20.742274569 374 258 303.347901 17.5767058389 2.5875 210 264.852916 26.1204363341 2.176 196 227.052550 15.8431378623 1.9677 220 216.198047 1.72816052957 2.278 246 234.757109 4.57028085221 2.4679 350 255.054942 27.1271594971 3.580 450 351.244488 21.9456692289 4.581 464 428.530292 7.64433361192 4.6482 464 444.713925 4.15648175248 4.6483 400 444.713925 11.1784811671 484 270 386.120015 43.007412953 2.785 224 275.133570 22.827486621 2.2486 202 237.840284 17.7427148233 2.0287 186 220.865310 18.7447904102 1.8688 178 208.351831 17.0515906553 1.7889 200 202.005459 1.00272937882 290 250 219.312519 12.274992275 2.5
91 320 258.276163 19.2886990735 3.292 368 323.362599 12.1297284646 3.6893 396 365.111330 7.80016910525 3.9694 440 383.512773 12.8380060451 4.495 450 418.143411 7.07924210205 4.596 400 428.530292 7.13257301017 497 315 386.120015 22.5777825312 3.1598 270 318.365160 17.9130221121 2.799 235 275.133570 17.0781149069 2.35
100 208 246.368634 18.4464587743 2.08101 222 225.508762 1.58052363937 2.22102 250 236.298116 5.4807535318 2.5103 336 258.276163 23.1320943557 3.36104 460 338.847601 26.3374781135 4.6105 478 439.905530 7.96955440708 4.78106 490 462.577767 5.59637408467 4.9107 470 478.985642 1.91183873389 4.7108 420 452.182148 7.66241629278 4.2109 330 400.424229 21.3406753042 3.3110 265 333.166606 25.7232476144 2.65111 206 270.783063 31.4480890647 2.06112 184 223.963162 21.7191097155 1.84113 174 206.771263 18.8340591763 1.74114 200 198.807779 0.59611045053 2115 345 219.312519 36.4311538225 3.45116 410 346.971558 15.3727906719 4.1117 450 392.941050 12.6797667434 4.5118 474 428.530292 9.59276539226 4.74119 480 457.320571 4.72488114468 4.8120 425 465.248502 9.47023567267 4.25121 370 404.485126 9.32030434438 3.7122 300 366.516431 22.1721437782 3123 240 303.347901 26.3949587768 2.4124 204 250.290337 22.6913416585 2.04125 190 222.415439 17.0607572193 1.9126 230 211.501327 8.04290145065 2.3127 350 242.479325 30.7201928425 3.5128 466 351.244488 24.6256462511 4.66129 494 447.170157 9.47972526739 4.94130 510 484.642328 4.97209250033 5.1131 508 508.025009 0.0049230495 5.08132 480 505.044102 5.21752124824 4.8133 407 465.248502 14.311671157 4.07134 330 390.837358 18.4355629995 3.3135 270 333.166606 23.3950393253 2.7136 210 275.133570 31.0159857291 2.1137 180 227.052550 26.1403056722 1.8138 170 203.598126 19.7636035523 1.7
139 210 195.593579 6.86020037094 2.1140 335 227.052550 32.2231193403 3.35141 420 337.913993 19.5442874209 4.2142 444 400.424229 9.81436294958 4.44143 458 422.175664 7.82190747459 4.58144 466 437.555104 6.10405487984 4.66145 420 447.170157 6.46908504265 4.2146 340 400.424229 17.7718319129 3.4147 270 342.522804 26.8602977863 2.7148 215 275.133570 27.9691023401 2.15149 180 230.906372 28.281317888 1.8150 183 203.598126 11.2558065786 1.83151 230 205.979490 10.443700144 2.3152 370 242.479325 34.4650472834 3.7153 470 366.516431 22.0177805671 4.7154 496 452.182148 8.83424426821 4.96155 512 487.501829 4.7847990276 5.12156 500 511.020393 2.20407867465 5157 450 493.278992 9.61755372217 4.5158 380 428.530292 12.7711294844 3.8159 290 373.240081 28.7034762445 2.9160 220 293.570145 33.4409752082 2.2161 174 234.757109 34.9178787951 1.74162 164 198.807779 21.2242555481 1.64163 194 190.741493 1.67964294368 1.94164 225 214.635972 4.60623467493 2.25165 266 238.611972 10.2962512565 2.66166 350 271.645203 22.3870848674 3.5167 426 351.244488 17.5482421432 4.26168 460 405.325507 11.8857593136 4.6169 456 439.905530 3.52948904952 4.56170 390 435.241625 11.6004166164 3.9171 248 379.665667 53.0909949219 2.48172 208 256.660569 23.3945042921 2.08173 194 225.508762 16.241630144 1.94174 184 214.635972 16.6499847725 1.84175 234 206.771263 11.6362124074 2.34176 288 245.588527 14.7262057293 2.88177 380 291.653928 23.2489662522 3.8178 445 373.240081 16.1258244698 4.45179 474 423.209420 10.7153122242 4.74180 510 510.000000 0 5.1181 500 508.025009 1.60500181829 5182 470 493.278992 4.95297696804 4.7183 404 452.182148 11.9262743638 4.04184 312 388.786427 24.6110342506 3.12185 240 315.353686 31.39736934 2.4186 190 250.290337 31.731756307 1.9
187 180 211.501327 17.5007370353 1.8188 236 203.598126 13.7296076107 2.36189 276 247.150034 10.4528861339 2.76190 344 280.489903 18.4622374147 3.44191 408 346.095461 15.172681188 4.08192 452 391.532348 13.3777992183 4.52193 442 430.728531 2.55010619103 4.42194 415 420.138925 1.23829506083 4.15195 368 396.584242 7.76745718607 3.68196 320 365.111330 14.0972907322 3.2197 246 323.362599 31.4482110773 2.46198 230 255.054942 10.8934529391 2.3199 242 242.479325 0.19806820306 2.42200 280 251.870577 10.0462223453 2.8201 350 284.145147 18.8156724076 3.5202 405 351.244488 13.2729658099 4.05203 465 389.464691 16.2441525135 4.65204 500 445.937798 10.8124404329 5205 510 493.278992 3.27862906867 5.1206 460 508.025009 10.4402193677 4.6207 405 439.905530 8.61864936646 4.05208 290 389.464691 34.2981692456 2.9209 240 293.570145 22.3208939408 2.4210 207 250.290337 20.9132062721 2.07211 192 224.736209 17.0501087405 1.92212 210 213.070446 1.46211723863 2.1213 300 227.052550 24.3158165967 3214 370 303.347901 18.0140807934 3.7215 410 366.516431 10.605748455 4.1216 424 392.941050 7.32522413807 4.24217 418 403.654321 3.43198061119 4.18218 400 398.862940 0.28426510135 4219 320 386.120015 20.6625046791 3.2220 244 323.362599 32.5256554304 2.44221 228 253.458529 11.1660215292 2.28222 190 240.930303 26.8054224013 1.9223 200 211.501327 5.75066333175 2224 250 219.312519 12.274992275 2.5225 336 258.276163 23.1320943557 3.36226 410 338.847601 17.3542437371 4.1227 456 392.941050 13.828717181 4.56228 488 435.241625 10.8111424582 4.88229 510 476.190180 6.62937641609 5.1230 480 508.025009 5.83854356072 4.8231 428 465.248502 8.70292093665 4.28232 330 407.035446 23.3440745146 3.3233 280 333.166606 18.9880736351 2.8234 254 284.145147 11.8681679423 2.54
235 234 261.540224 11.7693265946 2.34236 222 245.588527 10.6254628377 2.22237 246 236.298116 3.94385521524 2.46238 290 255.054942 12.0500200828 2.9239 355 293.570145 17.304184378 3.55240 390 355.332653 8.88906327254 3.9241 396 379.665667 4.12483146305 3.96242 380 383.512773 0.92441405305 3.8243 345 373.240081 8.18553075629 3.45244 290 346.971558 19.6453649121 2.9245 250 293.570145 17.4280581832 2.5246 214 258.276163 20.689795778 2.14247 202 230.136065 13.9287450003 2.02248 216 220.865310 2.25245840878 2.16249 260 231.676552 10.8936336962 2.6250 330 266.529208 19.2335732584 3.3251 380 333.166606 12.3245773215 3.8252 435 373.240081 14.1976825036 4.35253 474 413.335617 12.7983930966 4.74254 486 457.320571 5.90111717993 4.86255 474 473.417820 0.12282270219 4.74256 435 457.320571 5.13116563346 4.35257 350 413.335617 18.095890492 3.5258 306 351.244488 14.7857805458 3.06259 273 309.331088 13.3080907544 2.73260 254 277.792859 9.36726740417 2.54261 240 261.540224 8.97509342976 2.4262 250 250.290337 0.11613479334 2.5263 290 258.276163 10.93925415 2.9264 336 293.570145 12.6279328994 3.36265 366 338.847601 7.41868833934 3.66266 374 363.681935 2.75884088839 3.74267 362 369.260384 2.00563090905 3.62268 338 360.744773 6.72922289982 3.38269 300 340.697398 13.5657993524 3270 274 303.347901 10.7109127972 2.74271 250 278.687654 11.475061592 2.5272 240 258.276163 7.61506790205 2.4273 250 250.290337 0.11613479334 2.5274 270 258.276163 4.34216186484 2.7275 310 275.133570 11.2472354738 3.1276 348 313.344585 9.95845245168 3.48277 384 349.557152 8.96949178083 3.84278 420 375.828708 10.5169742498 4.2279 450 400.424229 11.0168381102 4.5280 430 428.530292 0.34179254868 4.3281 395 408.784938 3.48985771808 3.95282 360 382.867708 6.35214115281 3.6
283 326 359.234766 10.1947136128 3.26284 296 329.286204 11.2453390865 2.96285 278 299.401424 7.69835381695 2.78286 274 282.309078 3.03251033768 2.74287 278 278.687654 0.24735754672 2.78288 294 282.309078 3.976503971 2.94289 314 297.444794 5.27235872855 3.14290 328 317.361938 3.24331148766 3.28291 334 331.234532 0.82798429009 3.34292 334 336.974828 0.89066701643 3.34293 316 336.974828 6.63760374522 3.16294 305 319.367460 4.7106425936 3.05295 290 308.329960 6.32067591986 2.9296 280 293.570145 4.8464805207 2.8297 272 284.145147 4.46512741667 2.72298 268 276.902263 3.32173999967 2.68299 268 273.381326 2.00795754706 2.68300 286 286.000000 0 2.86301 316 289.752781 8.30608188922 3.16302 360 319.367460 11.2868166915 3.6303 396 359.234766 9.28414990461 3.96304 418 383.512773 8.25053267905 4.18305 422 398.862940 5.48271573588 4.22306 412 402.020932 2.42210382542 4.12307 382 394.376504 3.23992248846 3.82308 356 374.539214 5.20764447602 3.56309 328 356.127860 8.57556698804 3.28310 294 331.234532 12.664806963 2.94311 276 297.444794 7.76985275085 2.76312 264 280.489903 6.24617548991 2.64313 258 269.924798 4.62201468062 2.58314 266 264.852916 0.43123447311 2.66315 295 271.645203 7.9168803512 2.95316 320 298.421605 6.74324858871 3.2317 338 323.362599 4.33059193784 3.38318 348 340.697398 2.09844883412 3.48319 344 349.557152 1.61545103535 3.44320 330 346.095461 4.87741234939 3.3321 312 333.166606 6.78416864687 3.12322 286 315.353686 10.2635267189 2.86323 262 289.752781 10.5926645916 2.62324 248 268.219642 8.15308154757 2.48325 238 256.660569 7.84057517966 2.38326 248 248.717066 0.28913947913 2.48327 280 256.660569 8.33551109729 2.8328 330 284.145147 13.8954101293 3.3329 380 333.166606 12.3245773215 3.8330 402 373.240081 7.15420867931 4.02
331 420 387.444521 7.75130459006 4.2332 428 400.424229 6.44293726545 4.28333 414 407.035446 1.68225944491 4.14334 392 395.840738 0.97978009938 3.92335 368 380.943215 3.51717785331 3.68336 325 365.111330 12.3419477979 3.25337 274 328.306526 19.8199000238 2.74338 250 278.687654 11.475061592 2.5339 232 258.276163 11.3259323125 2.32340 250 244.031849 2.38726021987 2.5341 265 258.276163 2.53729699437 2.65342 310 270.783063 12.650624686 3.1343 340 313.344585 7.83982780349 3.4344 370 342.522804 7.42626918294 3.7345 360 366.516431 1.81011981516 3.6346 336 359.234766 6.91510904099 3.36347 304 338.847601 11.4630265388 3.04348 270 307.330146 13.8259801033 2.7349 240 275.133570 14.638987513 2.4350 226 250.290337 10.7479367183 2.26351 250 239.384155 4.2463378177 2.5352 315 258.276163 18.0075673127 3.15353 354 318.365160 10.0663390671 3.54354 390 354.529978 9.0948773107 3.9355 420 379.665667 9.60341252231 4.2356 452 400.424229 11.4105689151 4.52357 462 430.728531 6.76871631263 4.62358 445 442.292088 0.60851965485 4.45359 390 423.209420 8.51523591218 3.9
327.288888888889 327.378599882284 11.8573485267 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0747131570121 0.074468345679 0.0749587731514 0
3.0334790106434 0.1953428806134 0.660788345679 0.0577474485679 0.32887817564852.55054941759984 0.7036288339098 0.9465127901235 0.5230711524191 0.06277501065962.4247932505141 0.7410763367459 0.7619350123457 0.7207886866808 0.0006147052711
2.50290336983343 0.5958066185834 0.5973572345679 0.5942600276776 8.4295563897E-062.58276162964923 0.3682392082841 0.2839705679012 0.4775146787918 0.02472390511062.78687653979893 0.1328721812625 0.074468345679 0.237080821287 0.04542160928813.0334790106434 -0.0305456882753 0.0161572345679 0.0577474485679 0.1343376356389
3.42522804023122 0.049538374434 0.1070016790123 0.0229346919059 0.03054523792143.59234766377736 0.1169475267789 0.1347705679012 0.1014815343786 0.00227074514753.62226823707143 0.0652048988012 0.0350105679012 0.1214398703747 0.02633098076233.47840600815983 -0.0558385269924 0.074468345679 0.0418693482211 0.22887230864343.0334790106434 0.1616999022683 0.4527794567901 0.0577474485679 0.1879040526684
2.66529208247146 0.5189777002126 0.7274194567901 0.3702648462366 0.06016820572322.51870577433281 0.7346091606261 0.9465127901235 0.5701461454159 0.04783221572652.4247932505141 0.7580561917121 0.7972505679012 0.7207886866808 0.0020064352916
2.48717065908248 0.4506431879668 0.3282016790123 0.6187636927148 0.04529632835542.75133570031133 -0.0925317528697 0.031368345679 0.2729543144148 0.48813180365953.46971558245025 0.1424625772509 0.5286905679012 0.0383884017404 0.28120156349613.8612001497317 0.6855775823496 1.362148345679 0.345055384688 0.3350092666706
4.22175663766392 1.3149406061436 1.9240772345679 0.8986483321048 0.19205724463164.4717015717911 1.4939338212217 1.5552861234568 1.4350017199599 0.0023327381675
4.30728530635639 0.95816869134 0.8595350123457 1.0681208186723 0.011510136964.00424228503878 0.3119859960238 0.1824239012346 0.5335663860724 0.09256336800563.66516431334586 -0.0285271304808 0.0053127901235 0.1531769850789 0.21637783841053.23362599250092 0.0149752201352 0.1390461234568 0.0016128261078 0.11130630287222.93570145457957 0.2613017877507 0.5973572345679 0.1143011590562 0.18983575752282.58276162964923 0.6722899307205 0.9465127901235 0.4775146787918 0.07995413920192.4247932505141 0.9787943062724 1.3291527901235 0.7207886866808 0.092898925559
2.28594862429553 0.9017857632352 0.8333661234568 0.975822678513 0.00548360624372.47150034270399 0.5719405299621 0.5082105679012 0.6436622740141 0.00783218934152.63190142205397 -0.0815906617582 0.0161572345679 0.4120158098938 0.58997542544273.42522804023122 0.1252593951382 0.6841127901235 0.0229346919059 0.45531719769023.92941049654593 0.5291618168289 0.651428345679 0.4298434820146 0.02267719855053.91532347533298 0.3125000330023 0.2372772345679 0.411570333767 0.02412538198953.70602994655826 0.0117186136942 0.0007350123457 0.1868348303539 0.16486031750213.33166606178235 -0.0273708386617 0.2236239012346 0.0033501016882 0.28266880125122.84145146573341 0.3341465569078 0.5973572345679 0.1869131485017 0.11658910345152.58276162964923 0.7828538297882 1.2834372345679 0.4775146787918 0.19603786068962.30136064900579 1.2572379300524 1.6715616790123 0.9456110609668 0.10327266672942.17756834214467 1.066497977986 0.9465127901235 1.201693150813 0.01498951084522.4247932505141 0.4014792374224 0.2236239012346 0.7207886866808 0.1407801048598
2.84145146573341 -0.2711217894174 0.393268345679 0.1869131485017 1.1205249993979
3.79665667406311 0.5893333477375 1.2703794567901 0.2733937430262 0.36402316895264.18143410540767 1.2045498872277 1.7612239012346 0.823825085387 0.17519740811594.39905529934178 1.3583250756486 1.4571172345679 1.2662309986904 0.00655204456464.26371736988193 0.9177763733463 0.8595350123457 0.9799641194069 0.00405990322474.00424228503878 0.2681586188508 0.1347705679012 0.5335663860724 0.13267244221033.62226823707143 -0.0323701279084 0.008628345679 0.1214398703747 0.19560119352233.21368329746728 0.0284218996633 0.2236239012346 0.0036123347102 0.17113387060342.84145146573341 0.3773800102167 0.7619350123457 0.1869131485017 0.19487939659822.50290336983343 0.8501978861499 1.2163639012346 0.5942600276776 0.11082465364652.32446659428209 1.2083781220465 1.6202461234568 0.9012073318376 0.1052785708052.19312519312431 1.0513628905218 0.9465127901235 1.167827776973 0.01142222434472.4247932505141 0.6561770619151 0.5973572345679 0.7207886866808 0.0056560551682
2.58276162964923 0.2576753092163 0.1390461234568 0.4775146787918 0.10064018362282.93570145457957 -0.1105912109169 0.1070016790123 0.1143011590562 0.44129255744773.59234766377736 0.1679173931716 0.2778461234568 0.1014815343786 0.04311949273873.7324008110919 0.2784301482487 0.3685839012346 0.2103275460326 0.0217855205663
3.78389236300616 0.1362550777219 0.071348345679 0.2602085027803 0.05948348473273.54529978488276 -0.0740930953959 0.074468345679 0.0737197360206 0.29735185539323.0334790106434 0.1857306010862 0.5973572345679 0.0577474485679 0.2845998547971
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2.78687653979893 0.3763269107745 0.5973572345679 0.237080821287 0.0822981490872.58276162964923 0.6031874938031 0.7619350123457 0.4775146787918 0.0334018132722.50290336983343 0.5958066185834 0.5973572345679 0.5942600276776 8.4295563897E-062.58276162964923 0.395880183051 0.3282016790123 0.4775146787918 0.01374483548252.75133570031133 0.0903258516093 0.0298905679012 0.2729543144148 0.12156679387743.13344585468142 -0.0290660031866 0.0428950123457 0.0196953560576 0.12009977563753.49557151561618 0.125777030857 0.3216150123457 0.0491888154593 0.11863098085493.75828708150754 0.4491863371023 0.8595350123457 0.2347412991226 0.19511030236314.00424228503878 0.8963510249965 1.5058016790123 0.5335663860724 0.24577571194364.28530292040685 1.0389402692358 1.0549572345679 1.0231664826508 0.00021600414864.08784937986416 0.5512113604518 0.4584794567901 0.6626991883524 0.01900245152893.82867708150105 0.1815110386005 0.1070016790123 0.3079041136358 0.0522932076038
3.59234766377736 -0.0041059059039 0.0001661234568 0.1014815343786 0.11045496961833.29286203695982 -0.0059686803771 0.0978994567901 0.000363895231 0.1107971356492.9940142361113 0.1378963932654 0.2429394567901 0.0782722392107 0.0458020932583
2.82309078325254 0.2401704726528 0.2839705679012 0.203126177338 0.00690407826152.78687653979893 0.2399922622478 0.2429394567901 0.237080821287 4.7286799606E-052.82309078325254 0.1500314295387 0.1108150123457 0.203126177338 0.01366776496052.97444793592357 0.0397787025808 0.0176594567901 0.0896032759003 0.027407485923.17361938320468 -0.0007122959333 5.0567901235E-05 0.0100333508844 0.01131683562983.31234532471085 0.002587759204 0.0045039012346 0.0014868216129 0.00076478106533.36974827834885 0.0064401352037 0.0045039012346 0.0092087590918 0.00088496006473.36974827834885 -0.0108330751109 0.0127439012346 0.0092087590918 0.04399434027033.19367459910485 0.0178559408705 0.0496794567901 0.0064178363648 0.02064239042793.08329960167606 0.0710302609805 0.1390461234568 0.036285067498 0.03359874397462.93570145457957 0.1598764244777 0.2236239012346 0.1143011590562 0.0184148847752.84145146573341 0.2390329596281 0.3056861234568 0.1869131485017 0.01475045852882.76902263199107 0.2992685917127 0.3515172345679 0.2547860564953 0.00792502900662.73381326226126 0.3201438358103 0.3515172345679 0.2915705562298 0.0028958671952
2.86 0.1708476412917 0.1704772345679 0.1712188528218 02.89752781230073 0.0424753686118 0.0127439012346 0.1415702229249 0.06889164931563.19367459910485 -0.0262053289744 0.1070016790123 0.0064178363648 0.16510033141263.59234766377736 0.2188872595643 0.4721216790123 0.1014815343786 0.135168240333.8351277340158 0.5091993251239 0.8228505679012 0.3151045436694 0.1189368798451
3.98862939594604 0.6770361241198 0.8970194567901 0.5110010824106 0.05353235642034.02020932239266 0.6323034909885 0.7175972345679 0.557147777969 0.00995817933733.9437650390591 0.3665529771248 0.2993305679012 0.4488719143559 0.0153177848933
3.74539214334649 0.135403364161 0.0824327901235 0.2224123555525 0.03437024681463.56127859720774 0.0020443918107 5.0567901235E-05 0.0826519941261 0.07911764924723.31234532471085 -0.0128359711512 0.1108150123457 0.0014868216129 0.1386410408342.97444793592357 0.1535271664826 0.2630550123457 0.0896032759003 0.04598791722192.80489903293358 0.2967533508561 0.400548345679 0.2198549867808 0.02719169106242.69924797875999 0.3980910103458 0.4800950123457 0.3300939364977 0.01422008043832.64852916301537 0.3832129673682 0.3756327901235 0.390946110724 0.00013158010112.71645202963964 0.1799569460496 0.1042572345679 0.3106211532055 0.05454465445942.98421604516144 0.021106432178 0.0053127901235 0.0838507580635 0.04656271516583.23362599250092 -0.0043015828994 0.0114727901235 0.0016128261078 0.02142535007133.40697398057266 0.0275847108869 0.0428950123457 0.0177390384826 0.00533279951343.49557151561618 0.0370628241397 0.0279261234568 0.0491888154593 0.0030881933479
3.46095460753 0.0050743489472 0.0007350123457 0.0350320880854 0.02590638568513.33166606178235 -0.0088492185147 0.0233750123457 0.0033501016882 0.0448025217104
3.153536864161 0.0496495316004 0.1704772345679 0.0144598543869 0.08616389062152.89752781230073 0.2456547893338 0.4262639012346 0.1415702229249 0.07702168660042.68219642237978 0.4690648019442 0.6286727901235 0.3499782269561 0.04088339322322.56660568927598 0.6314334408354 0.7972505679012 0.5001039902108 0.03482168327022.48717065908248 0.6236985627097 0.6286727901235 0.6187636927148 5.1418351677E-052.56660568927598 0.3344177108257 0.2236239012346 0.5001039902108 0.05447290427832.84145146573341 -0.0117210695638 0.0007350123457 0.1869131485017 0.2102667582783.33166606178235 0.0305092242978 0.2778461234568 0.0033501016882 0.21933667768653.7324008110919 0.3426362219663 0.5581750123457 0.2103275460326 0.0827132934606
3.8744452072174 0.5568778260938 0.8595350123457 0.3607914846292 0.10598592310374.00424228503878 0.735650642029 1.0142727901235 0.5335663860724 0.07604231736064.07035445898079 0.6907133625636 0.7518816790123 0.6345213117184 0.00485050138393.9584073798956 0.4430261025964 0.4187527901235 0.468706435422 0.0014751268304
3.80943214500199 0.2180674977334 0.1657394567901 0.2869167939166 0.01675268015983.651113303432 -0.0086366027499 0.0005239012346 0.1423758948036 0.1608918821901
3.28306526065349 -0.0049448155266 0.2839705679012 8.6104700122E-05 0.29491987732862.78687653979893 0.3763269107745 0.5973572345679 0.237080821287 0.0822981490872.58276162964923 0.658469443337 0.9079972345679 0.4775146787918 0.06904367401592.44031849450335 0.6441777733385 0.5973572345679 0.6946680807566 0.00356188209832.58276162964923 0.4304314015097 0.3879905679012 0.4775146787918 0.00452099844742.70783063473337 0.0978473940581 0.0298905679012 0.3203054741416 0.15379681105363.13344585468142 -0.0178387916553 0.0161572345679 0.0196953560576 0.07105111238653.42522804023122 0.0646825785749 0.1824239012346 0.0229346919059 0.07549962987523.66516431334586 0.1280241953284 0.1070016790123 0.1531769850789 0.00424638773383.59234766377736 0.0277502605916 0.007588345679 0.1014815343786 0.05398543686283.38847600678032 -0.0267100285199 0.0542372345679 0.0131537979253 0.12143552730163.07330146278853 0.1148553630881 0.3282016790123 0.0401940491889 0.13935398212012.75133570031133 0.4560410605674 0.7619350123457 0.2729543144148 0.12343677431332.50290336983343 0.7808184495408 1.0259439012346 0.5942600276776 0.05900204707642.39384155455755 0.6800992838122 0.5973572345679 0.7743022249934 0.01126961553882.58276162964923 0.0849192169229 0.0151016790123 0.4775146787918 0.32175936879823.18365159702584 -0.0240759002133 0.071348345679 0.0081242103873 0.12698418430223.54529978488276 0.170269312058 0.393268345679 0.0737197360206 0.12581224260423.79665667406311 0.4847592126894 0.8595350123457 0.2733937430262 0.16268583857784.00424228503878 0.9109601507209 1.5552861234568 0.5335663860724 0.2660060205424.30728530635639 1.3922384005041 1.814708345679 1.0681208186723 0.09779047962064.42292087535904 1.3526594313361 1.3855905679012 1.3205109644719 0.00073327899134.23209420057496 0.6009657211877 0.393268345679 0.9183546095454 0.11028655805553.27378599882284 226.64615493744 297.63219555556 227.0817246358 71.421900046719
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718008932095 RMSE --> 0.445414601014
512 0 511.020393 0512 400 511.0203934 400
164 0 190.741493 0164 400 190.7414927 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 491,018 cm
LLWL real = 164cm
LLWL skema1a = 186,255 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,018 cm
LLWL real = 164cm
LLWL skema1a = 186,255 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,018 cm
LLWL real = 164cm
LLWL skema1a = 186,255 cm
SKEMA 1A ; ROI 0,504 ; EPOCH 2
No.Skema 1a
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.715699 23.0551620179 2.462 230 255.325285 11.0109936444 2.33 240 243.081485 1.28395220039 2.44 250 250.707346 0.28293831162 2.55 274 258.439783 5.67891144082 2.746 300 278.224935 7.25835494507 37 340 302.715699 10.9659710106 3.48 360 343.334998 4.62916708636 3.69 364 360.444749 0.97671720686 3.64
10 346 363.378645 5.02272972912 3.4611 300 348.871190 16.2903965081 312 260 302.715699 16.4291148323 2.613 242 266.415021 10.088851544 2.4214 230 252.240956 9.66998107577 2.315 238 243.081485 2.13507784913 2.3816 270 249.177975 7.71186116493 2.717 345 274.760018 20.3594149731 3.4518 400 347.970194 13.0074515007 419 444 385.231555 13.2361362069 4.4420 466 421.201105 9.61349669868 4.6621 452 447.334381 1.03221657152 4.5222 420 430.150200 2.41671434677 4.223 370 398.867518 7.80203187493 3.724 320 367.485103 14.839094546 3.225 290 323.274739 11.4740480217 2.926 250 292.899465 17.1597860868 2.527 230 258.439783 12.3651228922 2.328 212 243.081485 14.6610779627 2.1229 236 229.220718 2.87257693219 2.3630 256 247.651760 3.26103110432 2.5631 340 263.187240 22.5919883172 3.432 410 343.334998 16.2597564661 4.133 408 391.580858 4.02429956098 4.0834 376 390.246210 3.78888573635 3.7635 330 371.284862 12.5105643462 3.336 280 333.527339 19.1169066347 2.837 250 283.572575 13.4290300855 2.538 214 258.439783 20.7662535758 2.1439 198 230.784569 16.5578633243 1.9840 230 218.005881 5.21483433377 2.341 280 243.081485 13.1851838282 2.842 390 283.572575 27.2890832785 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.432297 13.7653869387 4.444 460 416.994728 9.34897223593 4.645 448 439.752679 1.84091986175 4.4846 420 425.589134 1.3307462444 4.247 364 398.867518 9.5789884443 3.6448 318 363.378645 14.2700141078 3.1849 280 321.200543 14.7144797679 2.850 240 283.572575 18.1552396724 2.451 217 250.707346 15.5333390687 2.1752 200 233.116056 16.558027785 253 230 219.640398 4.50417494241 2.354 250 243.081485 2.76740588763 2.555 290 258.439783 10.8828335682 2.956 360 292.899465 18.6390374397 3.657 380 360.444749 5.14611858762 3.858 388 373.684939 3.68944870291 3.8859 354 378.295516 6.86314023926 3.5460 300 355.731296 18.5770986578 361 250 302.715699 21.0862794256 2.562 180 258.439783 43.577657029 1.863 182 202.721952 11.3856880888 1.8264 227 204.473887 9.92339775565 2.2765 290 240.794745 16.9673294692 2.966 335 292.899465 12.5673238158 3.3567 438 338.507834 22.715106452 4.3868 452 414.961993 8.19424931889 4.5269 442 430.150200 2.68095016822 4.4270 424 419.074719 1.16162280928 4.2471 396 402.100684 1.5405767784 3.9672 364 382.872185 5.18466609592 3.6473 300 363.378645 21.1262149542 374 258 302.715699 17.3316661101 2.5875 210 264.794170 26.0924621412 2.176 196 227.648458 16.1471722555 1.9677 220 216.359397 1.65481952634 2.278 246 235.432573 4.29570199174 2.4679 350 255.325285 27.0499184622 3.580 450 352.380818 21.693151573 4.581 464 427.848617 7.79124634685 4.6482 464 444.773577 4.14362561744 4.6483 400 444.773577 11.1933942838 484 270 385.231555 42.6783537931 2.785 224 274.760018 22.6607224745 2.2486 202 238.502564 18.0705763614 2.0287 186 221.263336 18.9587827967 1.8688 178 207.936428 16.8182181823 1.7889 200 200.956110 0.4780551232 290 250 219.640398 12.143840947 2.5
91 320 258.439783 19.2375679212 3.292 368 323.274739 12.1536034612 3.6893 396 366.153434 7.53701167448 3.9694 440 382.872185 12.9835944116 4.495 450 416.994728 7.33450495228 4.596 400 427.848617 6.96215423766 497 315 385.231555 22.2957318227 3.1598 270 318.086552 17.8098342326 2.799 235 274.760018 16.9191567417 2.35
100 208 246.889503 18.6968762184 2.08101 222 226.067157 1.83205280377 2.22102 250 236.969896 5.21204151529 2.5103 336 258.439783 23.0833980202 3.36104 460 339.486834 26.1985144186 4.6105 478 439.752679 8.00153158591 4.78106 490 463.324121 5.44405693163 4.9107 470 480.201487 2.17052920916 4.7108 420 452.550251 7.75005983957 4.2109 330 398.867518 20.8689448295 3.3110 265 333.527339 25.8593730479 2.65111 206 270.534251 31.3273061115 2.06112 184 224.476229 21.9979503187 1.84113 174 206.212006 18.5126471182 1.74114 200 197.382470 1.30876500589 2115 345 219.640398 36.3361166283 3.45116 410 347.970194 15.1292209763 4.1117 450 391.580858 12.982031602 4.5118 474 427.848617 9.7365787024 4.74119 480 457.883410 4.60762289331 4.8120 425 466.081891 9.66632725853 4.25121 370 402.939214 8.90249030861 3.7122 300 367.485103 22.4950341824 3123 240 302.715699 26.1315410683 2.4124 204 250.707346 22.8957577348 2.04125 190 222.875124 17.3026968022 1.9126 230 211.344809 8.11095261492 2.3127 350 243.081485 30.5481470626 3.5128 466 352.380818 24.3817987293 4.66129 494 447.334381 9.44648155937 4.94130 510 485.985062 4.70881143959 5.1131 508 509.723895 0.33934950342 5.08132 480 506.711371 5.56486899362 4.8133 407 466.081891 14.516435098 4.07134 330 389.592341 18.0582851429 3.3135 270 333.527339 23.5286439174 2.7136 210 274.760018 30.8381039728 2.1137 180 227.648458 26.4713653449 1.8138 170 202.721952 19.2482072481 1.7
139 210 193.752742 7.73678971743 2.1140 335 227.648458 32.0452365311 3.35141 420 338.507834 19.4028967285 4.2142 444 398.867518 10.1649734376 4.44143 458 421.201105 8.03469314756 4.58144 466 437.295193 6.15982989259 4.66145 420 447.334381 6.50818597541 4.2146 340 398.867518 17.3139758639 3.4147 270 343.334998 27.1611105515 2.7148 215 274.760018 27.7953573688 2.15149 180 231.563549 28.6464161918 1.8150 183 202.721952 10.7770231266 1.83151 230 205.344667 10.7197101148 2.3152 370 243.081485 34.3023012754 3.7153 470 367.485103 21.8116803091 4.7154 496 452.550251 8.76002997455 4.96155 512 488.902269 4.51127562686 5.12156 500 512.747380 2.54947608978 5157 450 494.783383 9.95186295306 4.5158 380 427.848617 12.5917413028 3.8159 290 373.684939 28.8568755285 2.9160 220 292.899465 33.1361205532 2.2161 174 235.432573 35.3060764944 1.74162 164 197.382470 20.355164627 1.64163 194 188.203366 2.98795570915 1.94164 225 214.700594 4.57751367518 2.25165 266 239.267422 10.0498412955 2.66166 350 271.370484 22.4655760299 3.5167 426 352.380818 17.2814981405 4.26168 460 403.790000 12.2195652493 4.6169 456 439.752679 3.56300898698 4.56170 390 434.874756 11.5063476072 3.9171 248 379.432297 52.9968941411 2.48172 208 256.878211 23.4991400728 2.08173 194 226.067157 16.5294624868 1.94174 184 214.700594 16.6851055602 1.84175 234 206.212006 11.8752111172 2.34176 288 246.127635 14.5390156131 2.88177 380 290.992959 23.4229056327 3.8178 445 373.684939 16.0258563971 4.45179 474 422.281400 10.9110971317 4.74180 510 510.000000 0 5.1181 500 509.723895 1.94477909548 5182 470 494.783383 5.27306027421 4.7183 404 452.550251 12.0173889421 4.04184 312 387.680259 24.2564933763 3.12185 240 314.976479 31.2401995255 2.4186 190 250.707346 31.9512346206 1.9
187 180 211.344809 17.4137827698 1.8188 236 202.721952 14.1008676603 2.36189 276 247.651760 10.2711013142 2.76190 344 279.987053 18.6084147606 3.44191 408 347.060187 14.9362286264 4.08192 452 390.246210 13.6623428388 4.52193 442 430.150200 2.68095016822 4.42194 415 419.074719 0.98186006956 4.15195 368 395.088963 7.36113121194 3.68196 320 366.153434 14.4229480528 3.2197 246 323.274739 31.4124956353 2.46198 230 255.325285 11.0109936444 2.3199 242 243.081485 0.44689474418 2.42200 280 252.240956 9.91394411633 2.8201 350 283.572575 18.9792642246 3.5202 405 352.380818 12.9923906367 4.05203 465 388.309743 16.4925283111 4.65204 500 446.049918 10.7900163868 5205 510 494.783383 2.98365033553 5.1206 460 509.723895 10.8095424951 4.6207 405 439.752679 8.58090839984 4.05208 290 388.309743 33.8999115011 2.9209 240 292.899465 22.0414438404 2.4210 207 250.707346 21.1146597966 2.07211 192 225.272932 17.3296518891 1.92212 210 213.029158 1.44245614193 2.1213 300 227.648458 24.1171807931 3214 370 302.715699 18.184946334 3.7215 410 367.485103 10.3694871836 4.1216 424 391.580858 7.64602410585 4.24217 418 402.100684 3.80366410468 4.18218 400 397.321952 0.66951189649 4219 320 385.231555 20.384861013 3.2220 244 323.274739 32.4896472389 2.44221 228 253.779902 11.3069746248 2.28222 190 241.557439 27.1354942361 1.9223 200 211.344809 5.67240449284 2224 250 219.640398 12.143840947 2.5225 336 258.439783 23.0833980202 3.36226 410 339.486834 17.1983332501 4.1227 456 391.580858 14.1270048704 4.56228 488 434.874756 10.8863205598 4.88229 510 477.336882 6.40453303334 5.1230 480 509.723895 6.19247822446 4.8231 428 466.081891 8.89763804877 4.28232 330 405.528541 22.887436671 3.3233 280 333.527339 19.1169066347 2.8234 254 283.572575 11.6427461472 2.54
235 234 261.593226 11.7919768673 2.34236 222 246.127635 10.8683040695 2.22237 246 236.969896 3.67077389766 2.46238 290 255.325285 11.9567981441 2.9239 355 292.899465 17.4931083896 3.55240 390 356.543114 8.57868872053 3.9241 396 379.432297 4.18376326519 3.96242 380 382.872185 0.75583804978 3.8243 345 373.684939 8.31447508194 3.45244 290 347.970194 19.9897220679 2.9245 250 292.899465 17.1597860868 2.5246 214 258.439783 20.7662535758 2.14247 202 230.784569 14.2497868229 2.02248 216 221.263336 2.43672963047 2.16249 260 232.340681 10.6381995611 2.6250 330 266.415021 19.2681755344 3.3251 380 333.527339 12.2296477429 3.8252 435 373.684939 14.0954163143 4.35253 474 412.003102 13.0795144023 4.74254 486 457.883410 5.78530656129 4.86255 474 474.491631 0.10371954928 4.74256 435 457.883410 5.26055404876 4.35257 350 412.003102 17.7151719237 3.5258 306 352.380818 15.1571300397 3.06259 273 308.797505 13.1126393701 2.73260 254 277.351381 9.19345704751 2.54261 240 261.593226 8.99717744562 2.4262 250 250.707346 0.28293831162 2.5263 290 258.439783 10.8828335682 2.9264 336 292.899465 12.827540114 3.36265 366 339.486834 7.24403451513 3.66266 374 364.785234 2.46384119116 3.74267 362 370.048084 2.22322761935 3.62268 338 361.932184 7.08052774277 3.38269 300 341.425110 13.8083699505 3270 274 302.715699 10.4801819577 2.74271 250 278.224935 11.2899740659 2.5272 240 258.439783 7.68324277173 2.4273 250 250.707346 0.28293831162 2.5274 270 258.439783 4.28156198068 2.7275 310 274.760018 11.3677360184 3.1276 348 312.909011 10.0836175975 3.48277 384 350.645267 8.68612829716 3.84278 420 376.011263 10.473508787 4.2279 450 398.867518 11.3627737917 4.5280 430 427.848617 0.50032163939 4.3281 395 407.316575 3.11812036484 3.95282 360 382.292726 6.19242380199 3.6
283 326 360.444749 10.565874039 3.26284 296 329.460663 11.304278113 2.96285 278 298.735592 7.4588460284 2.78286 274 281.769503 2.83558491723 2.74287 278 278.224935 0.08091192978 2.78288 294 281.769503 4.16003310435 2.94289 314 296.771453 5.48679853216 3.14290 328 317.049042 3.33870664819 3.28291 334 331.501545 0.74804033789 3.34292 334 337.522690 1.05469767556 3.34293 316 337.522690 6.8109779229 3.16294 305 319.124503 4.63098448053 3.05295 290 307.775883 6.12961476237 2.9296 280 292.899465 4.60695186324 2.8297 272 283.572575 4.25462324039 2.72298 268 276.482754 3.16520664256 2.68299 268 273.056149 1.88662274232 2.68300 286 286.000000 0 2.86301 316 289.106765 8.51051745174 3.16302 360 319.124503 11.3543048151 3.6303 396 360.444749 8.97859864469 3.96304 418 382.872185 8.40378359111 4.18305 422 397.321952 5.84787857488 4.22306 412 400.460101 2.80094643442 4.12307 382 392.953544 2.86741985798 3.82308 356 374.855398 5.29646015103 3.56309 328 357.344462 8.94648236937 3.28310 294 331.501545 12.7556276433 2.94311 276 296.771453 7.52588862645 2.76312 264 279.987053 6.05570197862 2.64313 258 269.702287 4.53577006996 2.58314 266 264.794170 0.45331936225 2.66315 295 271.370484 8.01000545924 2.95316 320 297.751260 6.95273123389 3.2317 338 323.274739 4.35658601688 3.38318 348 341.425110 1.88933624953 3.48319 344 350.645267 1.93176376131 3.44320 330 347.060187 5.16975369827 3.3321 312 333.527339 6.89978800547 3.12322 286 314.976479 10.1316359654 2.86323 262 289.106765 10.3460934552 2.62324 248 268.050754 8.08498135449 2.48325 238 256.878211 7.93202157624 2.38326 248 249.177975 0.47498986076 2.48327 280 256.878211 8.2577816602 2.8328 330 283.572575 14.0689166019 3.3329 380 333.527339 12.2296477429 3.8330 402 373.684939 7.0435475043 4.02
331 420 386.442915 7.98978221594 4.2332 428 398.867518 6.80665468756 4.28333 414 405.528541 2.04624613182 4.14334 392 394.366620 0.60372958573 3.92335 368 380.571183 3.41608244833 3.68336 325 366.153434 12.6625950059 3.25337 274 328.435421 19.8669420828 2.74338 250 278.224935 11.2899740659 2.5339 232 258.439783 11.3964580397 2.32340 250 244.604551 2.15817944693 2.5341 265 258.439783 2.47555371617 2.65342 310 270.534251 12.7308869066 3.1343 340 312.909011 7.96793801153 3.4344 370 343.334998 7.20675716511 3.7345 360 367.485103 2.07919515202 3.6346 336 360.444749 7.2752230259 3.36347 304 339.486834 11.6733005509 3.04348 270 306.757196 13.6137764264 2.7349 240 274.760018 14.4833409762 2.4350 226 250.707346 10.9324538845 2.26351 250 240.031444 3.98742229367 2.5352 315 258.439783 17.9556245549 3.15353 354 318.086552 10.145041687 3.54354 390 355.731296 8.78684718629 3.9355 420 379.432297 9.65897679289 4.2356 452 398.867518 11.7549739077 4.52357 462 430.150200 6.89389604839 4.62358 445 442.245909 0.61889677856 4.45359 390 422.281400 8.27728194759 3.9
327.288888888889 327.36418461101 11.8682206483 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746738193385 0.074468345679 0.0748798599425 0
3.02715698564023 0.2003648043553 0.660788345679 0.0607547864408 0.32166704636052.55325285382198 0.700858446275 0.9465127901235 0.5189603002099 0.0641370079692.43081485280927 0.7356943177079 0.7619350123457 0.7103573406365 0.00094955515372.50707345779049 0.5924721899057 0.5973572345679 0.5876270939709 5.0033805114E-052.58439782652152 0.3672904797719 0.2839705679012 0.4750573185386 0.02421203639122.78224935164792 0.1340955518221 0.074468345679 0.2414665836138 0.04741534485783.02715698564023 -0.0313309644864 0.0161572345679 0.0607547864408 0.13901191335693.43334998489103 0.0522423067301 0.1070016790123 0.0255066895929 0.02777222753583.6044474936704 0.1214424288377 0.1347705679012 0.1094323764578 0.00126398070633.6337864486275 0.0673870567377 0.0350105679012 0.1297041347224 0.03020172972663.4887118952426 -0.058690226741 0.074468345679 0.0462551260339 0.2388393165516
3.02715698564023 0.1658569238895 0.4527794567901 0.0607547864408 0.18246309038122.66415020736451 0.5198286465568 0.7274194567901 0.3714800577008 0.05960932375612.52240956474267 0.730865539517 0.9465127901235 0.5643499405685 0.0494660144892.43081485280927 0.7525508575739 0.7972505679012 0.7103573406365 0.0025821492662.49177974854694 0.4479201083373 0.3282016790123 0.6113083396059 0.04335567311522.74760018342914 -0.0931678233682 0.031368345679 0.2767198308761 0.49336550231883.4797019399704 0.1498285838024 0.5286905679012 0.0424607622817 0.2707100712706
3.85231555241441 0.6753765123356 1.362148345679 0.334863258368 0.3453730099344.21201105384164 1.301622354369 1.9240772345679 0.8805367700187 0.20069409588014.47334381096726 1.4961616503952 1.5552861234568 1.4392848044821 0.00217679997514.30150200256449 0.9529405717173 0.8595350123457 1.0564965012265 0.01030265652463.98867517937243 0.3053986814512 0.1824239012346 0.5112726676762 0.08333335918573.67485102547277 -0.0292436912958 0.0053127901235 0.1609688056049 0.22548349639253.23274739262935 0.0152490873202 0.1390461234568 0.0016723563255 0.11072082730162.92899465217067 0.2663739867825 0.5973572345679 0.1187816882903 0.1840364115912.58439782652152 0.6705578483908 0.9465127901235 0.4750573185386 0.08088212373022.43081485280927 0.9716858758322 1.3291527901235 0.7103573406365 0.09660587272682.29220718440031 0.8959407978453 0.8333661234568 0.9632139952054 0.00459586584692.4765176037293 0.5682610154572 0.5082105679012 0.6354070577912 0.0069693104871
2.63187239721469 -0.0815760277263 0.0161572345679 0.4118680255355 0.59002001416073.43334998489103 0.1320963761206 0.6841127901235 0.0255066895929 0.44442224264483.91580857791195 0.5182999044232 0.651428345679 0.4123781114331 0.02695882308733.90246210368673 0.3063053343573 0.2372772345679 0.3954149163387 0.02029545098683.71284862342453 0.0119073837405 0.0007350123457 0.1929025932389 0.17044398586353.33527338577056 -0.0291448703105 0.2236239012346 0.0037984466809 0.28651759751432.83572575213868 0.3384604832961 0.5973572345679 0.1917705053592 0.11271178064912.58439782652152 0.780836891525 1.2834372345679 0.4750573185386 0.19748942821712.30784569382195 1.248667114225 1.6715616790123 0.9327622077746 0.10748279895762.18005881032333 1.0639347845943 0.9465127901235 1.1959238561606 0.01438588898112.43081485280927 0.3985635203876 0.2236239012346 0.7103573406365 0.13629767290622.83572575213868 -0.2746220482639 0.393268345679 0.1917705053592 1.1326796746608
3.79432297469855 0.5868654853779 1.2703794567901 0.2711088376681 0.3668446589784.16994727714724 1.1894968964786 1.7612239012346 0.8033634257067 0.18494534443314.39752679019355 1.3566540036136 1.4571172345679 1.2631173675375 0.00680183033584.25589134226462 0.9106544217682 0.8595350123457 0.9648140726958 0.00312384214013.98867517937243 0.2624966814554 0.1347705679012 0.5112726676762 0.12157438071043.6337864486275 -0.0334534319672 0.008628345679 0.1297041347224 0.205922140958
3.21200543350035 0.0291471746741 0.2236239012346 0.0037990473594 0.16974847723382.83572575213868 0.3822520926933 0.7619350123457 0.1917705053592 0.18985693107682.50707345779049 0.8454397580512 1.2163639012346 0.5876270939709 0.11361851594682.33116055570058 1.1996739625479 1.6202461234568 0.888270982772 0.10966731365192.1964039763246 1.0480327542046 0.9465127901235 1.1604414281 0.0107321361214
2.43081485280927 0.6514116183778 0.5973572345679 0.7103573406365 0.00478658459182.58439782652152 0.2570114366377 0.1390461234568 0.4750573185386 0.09960473190432.92899465217067 -0.1127379265509 0.1070016790123 0.1187816882903 0.45024817681563.6044474936704 0.1743713324473 0.2778461234568 0.1094323764578 0.0382407827318
3.73684939032695 0.2812184468445 0.3685839012346 0.2145612290194 0.02049209704983.78295516446997 0.1360432463708 0.071348345679 0.2594000562587 0.05902721194263.55731295973483 -0.0774106950069 0.074468345679 0.0804693007051 0.31059773508843.02715698564023 0.1905054099365 0.5973572345679 0.0607547864408 0.27789448750932.58439782652152 1.0151798581851 2.1694016790123 0.4750573185386 0.61527995025172.02721952321704 1.8109131437944 2.1108861234568 1.5535686070061 0.04293993080232.04473887094678 1.2324531393138 1.0057861234568 1.5102025223653 0.05074257626232.40794744539292 0.3228078232008 0.1390461234568 0.7494267954331 0.24211571649542.92899465217067 -0.026576128066 0.0059461234568 0.1187816882903 0.17724550290093.3850783374021 0.1233725776926 1.2256950123457 0.0124180915915 0.9898691147066
4.14961993078602 1.0924420024892 1.5552861234568 0.7673376048325 0.1371813956714.30150200256449 1.1790698061372 1.3158639012346 1.0564965012265 0.01404177539624.19074719288663 0.886942770927 0.9353039012346 0.8410822170861 0.00242583900854.02100684042447 0.5135227916489 0.4721216790123 0.5585544347265 0.00372183457863.82872184589162 0.2037760354754 0.1347705679012 0.3081138061575 0.03561593511673.6337864486275 -0.0982794604203 0.074468345679 0.1297041347224 0.4016852624639
3.02715698564023 0.1707866210989 0.4800950123457 0.0607547864408 0.19994936980692.64794170496424 0.7338767433262 1.375668345679 0.3915006666299 0.30024011203912.27648457620769 1.3091567001296 1.7236772345679 0.9943226209192 0.10016248697742.1635939704205 1.1909580319621 1.1510905679012 1.232206286323 0.0013253989897
2.35432573100314 0.7473018553469 0.660788345679 0.8451421194953 0.0111670511282.55325285382198 -0.1636083444708 0.0515794567901 0.5189603002099 0.89633015879623.52380817921456 0.3069818869784 1.5058016790123 0.0625831942189 0.95295047096844.27848616950633 1.3737338394519 1.8689927901235 1.0097121142616 0.13069224963824.4477357713507 1.6051168506845 1.8689927901235 1.3784965452869 0.03696553361814.4477357713507 0.8536967385305 0.5286905679012 1.3784965452869 0.200467320947
3.85231555241441 -0.3315157366339 0.3282016790123 0.334863258368 1.32783113233612.74760018342914 0.5433425884758 1.0668594567901 0.2767198308761 0.25765794621732.38502564250075 1.1133373679888 1.5697305679012 0.7896387573171 0.13324371968312.21263336001819 1.4990871010161 1.9962550123457 1.125739007559 0.12435028659772.07936428364417 1.7829237032547 2.2287172345679 1.4262988962096 0.08961897432182.00956110246406 1.6090343332454 1.6202461234568 1.5979001264567 9.1414680328E-052.1964039763246 0.8325851802475 0.5973572345679 1.1604414281 0.0921705455915
2.58439782652152 0.0502382307611 0.0053127901235 0.4750573185386 0.37896603599143.23274739262935 -0.0166485863948 0.1657394567901 0.0016723563255 0.20003489479983.66153433769066 0.2665252408816 0.4721216790123 0.1504605850246 0.08908175157783.82872184589162 0.6256368353093 1.2703794567901 0.3081138061575 0.32635872936154.16994727714724 1.0998663533749 1.5058016790123 0.8033634257067 0.10893479986254.27848616950633 0.7306334724783 0.5286905679012 1.0097121142616 0.07755454660633.85231555241441 -0.071112568797 0.0151016790123 0.334863258368 0.49324713516323.18086552428062 0.0531505239281 0.3282016790123 0.0086074458922 0.23123165244172.74760018342914 0.4854780055809 0.8517239012346 0.2767198308761 0.15808590586292.46889502534182 0.9599735408631 1.4229839012346 0.6476174455366 0.15123934073562.26067157224365 1.0665451461287 1.1085750123457 1.0261087757371 0.00165417678882.36969896211768 0.6986474112279 0.5973572345679 0.8171127375205 0.01697836047322.58439782652152 -0.060040812373 0.007588345679 0.4750573185386 0.60155873150453.39486833674634 0.1608810226844 1.7612239012346 0.014695862032 1.45234232577654.39752679019355 1.6938194868387 2.2713839012346 1.2631173675375 0.14628575621964.63324121035035 2.2122192322149 2.6474905679012 1.8485104312425 0.07116025185534.80201487283029 2.1811581283549 2.0366461234568 2.3359241088058 0.01040703427864.5255025132621 1.1606139340796 0.8595350123457 1.5671551299623 0.1059518861399
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2.86 0.1707881222383 0.1704772345679 0.1710995768534 02.89106764852501 0.0431883760829 0.0127439012346 0.1463630166579 0.07232460966993.19124502665619 -0.0269529151636 0.1070016790123 0.0067892358561 0.16708062823333.6044474936704 0.227300236057 0.4721216790123 0.1094323764578 0.1264175847573
3.82872184589162 0.5035192353574 0.8228505679012 0.3081138061575 0.12339634155383.97321952414023 0.6625777919477 0.8970194567901 0.489408927598 0.06090060326564.00460100690177 0.6192036268751 0.7175972345679 0.5343012947453 0.01331692760813.92953543857471 0.358846672144 0.2993305679012 0.4301964046361 0.01199801230383.74855398137653 0.1363525508365 0.0824327901235 0.2255415362233 0.03555260389293.57344462171523 0.0021319308487 5.0567901235E-05 0.0898817042605 0.08610974601363.31501545271438 -0.0137728139318 0.1108150123457 0.0017117753234 0.14063658977462.96771452609014 0.1569067232458 0.2630550123457 0.0935915251346 0.04314532434892.79987053223545 0.2998446004256 0.400548345679 0.2244592578505 0.02555858707722.69702286780498 0.3995328831901 0.4800950123457 0.3324894461416 0.01369435158932.64794170496424 0.3834846642845 0.3756327901235 0.3915006666299 0.00014540247922.7137048389524 0.1807974380889 0.1042572345679 0.3135294519847 0.05583540313452.9775126005156 0.0215845316789 0.0053127901235 0.0876925300964 0.0495006429293
3.23274739262935 -0.0043802503506 0.0114727901235 0.0016723563255 0.02168333037753.41425109851632 0.0291217384984 0.0428950123457 0.0197709618622 0.00432291804633.50645267338916 0.0389052760253 0.0279261234568 0.0542008812984 0.00441595780063.47060187204304 0.0053398051475 0.0007350123457 0.0387932518155 0.02910499874463.33527338577056 -0.0094227776192 0.0233750123457 0.0037984466809 0.04634263062113.14976478861187 0.0511474606293 0.1704772345679 0.0153455253744 0.08396363271932.89106764852501 0.2497784427789 0.4262639012346 0.1463630166579 0.07347767007692.68050753759141 0.4702896028433 0.6286727901235 0.3518083079419 0.0402032726312.56878211351442 0.6293614234599 0.7972505679012 0.4968272426348 0.0356386863832.49177974854694 0.6199297698012 0.6286727901235 0.6113083396059 0.00013876247582.56878211351442 0.3333203357697 0.2236239012346 0.4968272426348 0.05346171103092.83572575213868 -0.011872391881 0.0007350123457 0.1917705053592 0.21555057722723.33527338577056 0.0324866693499 0.2778461234568 0.0037984466809 0.21597082597323.73684939032695 0.3460675030349 0.5581750123457 0.2145612290194 0.0801742677582
3.8644291469306 0.547725470894 0.8595350123457 0.3490296348108 0.11260779742973.98867517937243 0.7201180147433 1.0142727901235 0.5112726676762 0.08487015111374.05528541014263 0.6777718193011 0.7518816790123 0.6109666611935 0.00717656173473.94366619976068 0.4335802039623 0.4187527901235 0.4489326344849 0.00056008901113.80571183409847 0.2166116039988 0.1657394567901 0.2830984721179 0.01580346523243.66153433769066 -0.0088784281406 0.0005239012346 0.1504605850246 0.16936051109853.28435421306773 -0.0057085013254 0.2839705679012 0.0001147548058 0.29632150928462.78224935164792 0.3797917990532 0.5973572345679 0.2414665836138 0.07966469650572.58439782652152 0.6567729679991 0.9079972345679 0.4750573185386 0.06990621066932.44604551382677 0.639640009707 0.5973572345679 0.6849156892088 0.00291108657822.58439782652152 0.4293224415348 0.3879905679012 0.4750573185386 0.00430364516512.70534250589641 0.0982526414858 0.0298905679012 0.3229641400873 0.15575453765213.12909010760801 -0.018374132094 0.0161572345679 0.020895205104 0.07339216979583.43334998489103 0.0682131206082 0.1824239012346 0.0255066895929 0.07110223055763.67485102547277 0.1312399804493 0.1070016790123 0.1609688056049 0.00560267601433.6044474936704 0.0288168475208 0.007588345679 0.1094323764578 0.0597545771617
3.39486833674634 -0.0282323027082 0.0542372345679 0.014695862032 0.12593153642513.06757196351281 0.1180551460746 0.3282016790123 0.0424647965137 0.13510914836072.74760018342914 0.4591759224468 0.7619350123457 0.2767198308761 0.120825887522.50707345779049 0.7764486031024 1.0259439012346 0.5876270939709 0.06104529354452.40031444265829 0.6749850464901 0.5973572345679 0.7627007536199 0.00993721034252.58439782652152 0.0847004317406 0.0151016790123 0.4750573185386 0.31990581864363.18086552428062 -0.0247815864087 0.071348345679 0.0086074458922 0.12897757165023.55731295973483 0.1778933072553 0.393268345679 0.0804693007051 0.11743440756573.79432297469855 0.4827292596602 0.8595350123457 0.2711088376681 0.16457384885743.98867517937243 0.8917260147263 1.5552861234568 0.5112726676762 0.28230606501494.30150200256449 1.3846418374281 1.814708345679 1.0564965012265 0.10144097437044.4224590933539 1.3522855463668 1.3855905679012 1.3197810675648 0.0007585015389
4.22281399595596 0.5952364015256 0.393268345679 0.900927770043 0.10420887598513.2736418461101 226.70062312934 297.63219555556 227.16389248288 71.395045879816
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718526841967 RMSE --> 0.4453308566542
512 0 512.747380 0512 400 512.7473804 400
164 0 188.203366 0164 400 188.2033659 400
SKEMA 1A ; ROI 0,504 ; EPOCH 5
No.Skema 1a
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.709063 23.0524645336 2.462 230 255.326035 11.0113195778 2.33 240 243.085711 1.28571308034 2.44 250 250.709586 0.28383448739 2.55 274 258.439471 5.67902517591 2.746 300 278.218866 7.2603780342 37 340 302.709063 10.9679227198 3.48 360 343.340537 4.62762871498 3.69 364 360.453375 0.97434753056 3.64
10 346 363.386928 5.02512374722 3.4611 300 348.878366 16.2927885375 312 260 302.709063 16.4265625972 2.613 242 266.412034 10.0876175237 2.4214 230 252.242718 9.67074705766 2.315 238 243.085711 2.1368535264 2.3816 270 249.180671 7.71086254889 2.717 345 274.754694 20.3609583784 3.4518 400 347.977131 13.0057173614 419 444 385.226639 13.2372433905 4.4420 466 421.195620 9.61467390037 4.6621 452 447.335610 1.03194471792 4.5222 420 430.147088 2.41597326928 4.223 370 398.858410 7.79957033932 3.724 320 367.492223 14.8413195382 3.225 290 323.273204 11.4735185942 2.926 250 292.892060 17.1568240732 2.527 230 258.439471 12.3649873991 2.328 212 243.085711 14.6630714117 2.1229 236 229.225928 2.87036960316 2.3630 256 247.654886 3.25981005056 2.5631 340 263.185308 22.5925563687 3.432 410 343.340537 16.258405701 4.133 408 391.572952 4.02623714975 4.0834 376 390.238769 3.78690671405 3.7635 330 371.290123 12.5121585913 3.336 280 333.529423 19.1176509944 2.837 250 283.565669 13.4262674132 2.538 214 258.439471 20.7661079523 2.1439 198 230.789873 16.5605418098 1.9840 230 218.008808 5.21356184228 2.341 280 243.085711 13.1836745026 2.842 390 283.565669 27.2908542223 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.431604 13.7655445173 4.444 460 416.988184 9.35039476755 4.645 448 439.752070 1.84105571364 4.4846 420 425.584804 1.32971513825 4.247 364 398.858410 9.57648633393 3.6448 318 363.386928 14.2726189199 3.1849 280 321.198331 14.7136897424 2.850 240 283.565669 18.1523618887 2.451 217 250.709586 15.5343715293 2.1752 200 233.121398 16.5606988412 253 230 219.643829 4.50268288878 2.354 250 243.085711 2.76571544287 2.555 290 258.439471 10.8829410283 2.956 360 292.892060 18.6410943936 3.657 380 360.453375 5.14384868717 3.858 388 373.688657 3.68849052822 3.8859 354 378.295729 6.86320035476 3.5460 300 355.739778 18.5799258765 361 250 302.709063 21.0836251011 2.562 180 258.439471 43.5774838989 1.863 182 202.717634 11.383315152 1.8264 227 204.470608 9.92484208321 2.2765 290 240.799396 16.965725364 2.966 335 292.892060 12.5695342737 3.3567 438 338.511718 22.7142196948 4.3868 452 414.954968 8.19580348172 4.5269 442 430.147088 2.68165435951 4.4270 424 419.068690 1.1630447648 4.2471 396 402.091612 1.53828577078 3.9672 364 382.868860 5.18375267203 3.6473 300 363.386928 21.1289760551 374 258 302.709063 17.3290940902 2.5875 210 264.791707 26.0912888972 2.176 196 227.653517 16.1497533874 1.9677 220 216.361758 1.65374626596 2.278 246 235.437836 4.29356276616 2.4679 350 255.326035 27.0497042774 3.580 450 352.388792 21.6913796142 4.581 464 427.844890 7.79204967275 4.6482 464 444.774203 4.14349079868 4.6483 400 444.774203 11.1935506735 484 270 385.226639 42.6765330912 2.785 224 274.754694 22.6583453547 2.2486 202 238.507547 18.0730430783 2.0287 186 221.267212 18.9608668336 1.8688 178 207.935057 16.8174479455 1.7889 200 200.950695 0.4753474824 290 250 219.643829 12.1424682577 2.5
91 320 258.439471 19.2376653069 3.292 368 323.273204 12.154020673 3.6893 396 366.161025 7.53509469609 3.9694 440 382.868860 12.9843500622 4.495 450 416.988184 7.33595909571 4.596 400 427.844890 6.96122237961 497 315 385.226639 22.2941712211 3.1598 270 318.083378 17.8086586341 2.799 235 274.754694 16.9168908913 2.35
100 208 246.892832 18.6984771237 2.08101 222 226.072009 1.83423814022 2.22102 250 236.975043 5.20998287348 2.5103 336 258.439471 23.0834907685 3.36104 460 339.491064 26.1975948546 4.6105 478 439.752070 8.00165891153 4.78106 490 463.328652 5.44313225591 4.9107 470 480.208586 2.17203959969 4.7108 420 452.552648 7.75063046798 4.2109 330 398.858410 20.8661849259 3.3110 265 333.529423 25.8601595412 2.65111 206 270.530025 31.3252549491 2.06112 184 224.480814 22.00044251 1.84113 174 206.209710 18.5113277002 1.74114 200 197.374696 1.31265187296 2115 345 219.643829 36.3351219259 3.45116 410 347.977131 15.1275291331 4.1117 450 391.572952 12.9837883491 4.5118 474 427.844890 9.7373650805 4.74119 480 457.886911 4.60689348386 4.8120 425 466.086906 9.66750725284 4.25121 370 402.930194 8.90005235515 3.7122 300 367.492223 22.4974075074 3123 240 302.709063 26.1287761469 2.4124 204 250.709586 22.8968559895 2.04125 190 222.879385 17.3049393243 1.9126 230 211.345111 8.1108214714 2.3127 350 243.085711 30.5469396021 3.5128 466 352.388792 24.3800876103 4.66129 494 447.335610 9.44623281882 4.94130 510 485.992830 4.70728824801 5.1131 508 509.733405 0.34122139545 5.08132 480 506.720742 5.56682127536 4.8133 407 466.086906 14.5176672788 4.07134 330 389.585159 18.0561087033 3.3135 270 333.529423 23.529415846 2.7136 210 274.754694 30.8355683783 2.1137 180 227.653517 26.4741759108 1.8138 170 202.717634 19.2456668098 1.7
139 210 193.742396 7.74171618457 2.1140 335 227.653517 32.0437263763 3.35141 420 338.511718 19.4019719674 4.2142 444 398.858410 10.1670247172 4.44143 458 421.195620 8.03589091173 4.58144 466 437.293958 6.16009481629 4.66145 420 447.335610 6.50847854167 4.2146 340 398.858410 17.311297134 3.4147 270 343.340537 27.1631617134 2.7148 215 274.754694 27.7928807416 2.15149 180 231.568879 28.6493771842 1.8150 183 202.717634 10.7746631566 1.83151 230 205.341887 10.7209188077 2.3152 370 243.085711 34.301159083 3.7153 470 367.492223 21.8101654208 4.7154 496 452.552648 8.75954678115 4.96155 512 488.910336 4.50969998333 5.12156 500 512.757006 2.55140127541 5157 450 494.791978 9.95377280833 4.5158 380 427.844890 12.5907603996 3.8159 290 373.688657 28.8581575002 2.9160 220 292.892060 33.1327546286 2.2161 174 235.437836 35.3091009168 1.74162 164 197.374696 20.3504245452 1.64163 194 188.188783 2.99547265531 1.94164 225 214.702329 4.57674254837 2.25165 266 239.272306 10.0480053778 2.66166 350 271.366026 22.4668497845 3.5167 426 352.388792 17.2796263531 4.26168 460 403.781048 12.2215113328 4.6169 456 439.752070 3.56314245551 4.56170 390 434.872893 11.5058700128 3.9171 248 379.431604 52.996614566 2.48172 208 256.878435 23.4992474444 2.08173 194 226.072009 16.5319632326 1.94174 184 214.702329 16.6860485142 1.84175 234 206.209710 11.8761922229 2.34176 288 246.131161 14.5377912646 2.88177 380 290.985555 23.4248538736 3.8178 445 373.688657 16.0250209549 4.45179 474 422.276195 10.9121951729 4.74180 510 510.000000 0 5.1181 500 509.733405 1.94668093778 5182 470 494.791978 5.27488885904 4.7183 404 452.552648 12.0179821697 4.04184 312 387.673956 24.2544729621 3.12185 240 314.972419 31.2385078032 2.4186 190 250.709586 31.9524137992 1.9
187 180 211.345111 17.4139503421 1.8188 236 202.717634 14.102697637 2.36189 276 247.654886 10.2699687426 2.76190 344 279.980665 18.6102718291 3.44191 408 347.066870 14.9345907505 4.08192 452 390.238769 13.6639891051 4.52193 442 430.147088 2.68165435951 4.42194 415 419.068690 0.98040727644 4.15195 368 395.080221 7.35875572713 3.68196 320 366.161025 14.4253203136 3.2197 246 323.273204 31.4118715135 2.46198 230 255.326035 11.0113195778 2.3199 242 243.085711 0.44864107141 2.42200 280 252.242718 9.91331491692 2.8201 350 283.565669 18.981237562 3.5202 405 352.388792 12.9904217936 4.05203 465 388.303130 16.4939504692 4.65204 500 446.050847 10.7898306738 5205 510 494.791978 2.98196516912 5.1206 460 509.733405 10.811609715 4.6207 405 439.752070 8.58075812417 4.05208 290 388.303130 33.8976311442 2.9209 240 292.892060 22.0383584096 2.4210 207 250.709586 21.1157421345 2.07211 192 225.277657 17.3321132811 1.92212 210 213.030206 1.44295539817 2.1213 300 227.653517 24.1154944535 3214 370 302.709063 18.1867397966 3.7215 410 367.492223 10.3677506043 4.1216 424 391.572952 7.64788857806 4.24217 418 402.091612 3.80583453294 4.18218 400 397.312935 0.67176622599 4219 320 385.226639 20.3833247957 3.2220 244 323.273204 32.4890180013 2.44221 228 253.781166 11.3075288588 2.28222 190 241.561959 27.1378732367 1.9223 200 211.345111 5.67255530789 2224 250 219.643829 12.1424682577 2.5225 336 258.439471 23.0834907685 3.36226 410 339.491064 17.1973015442 4.1227 456 391.572952 14.1287385024 4.56228 488 434.872893 10.8867022439 4.88229 510 477.343610 6.40321372291 5.1230 480 509.733405 6.19445931019 4.8231 428 466.086906 8.8988097721 4.28232 330 405.519774 22.8847798737 3.3233 280 333.529423 19.1176509944 2.8234 254 283.565669 11.6400269815 2.54
235 234 261.591833 11.7913816897 2.34236 222 246.131161 10.8698924135 2.22237 246 236.975043 3.668681782 2.46238 290 255.326035 11.9565396452 2.9239 355 292.892060 17.4951943147 3.55240 390 356.551673 8.57649413676 3.9241 396 379.431604 4.18393835259 3.96242 380 382.868860 0.75496308584 3.8243 345 373.688657 8.31555268131 3.45244 290 347.977131 19.9921139842 2.9245 250 292.892060 17.1568240732 2.5246 214 258.439471 20.7661079523 2.14247 202 230.789873 14.252412269 2.02248 216 221.267212 2.43852421786 2.16249 260 232.346024 10.6361447046 2.6250 330 266.412034 19.2690804826 3.3251 380 333.529423 12.2290992673 3.8252 435 373.688657 14.0945616666 4.35253 474 411.995428 13.0811333406 4.74254 486 457.886911 5.7845861569 4.86255 474 474.497965 0.10505595836 4.74256 435 457.886911 5.26135891436 4.35257 350 411.995428 17.7129794187 3.5258 306 352.388792 15.1597358614 3.06259 273 308.791947 13.1106033623 2.73260 254 277.345485 9.19113582289 2.54261 240 261.591833 8.99659714746 2.4262 250 250.709586 0.28383448739 2.5263 290 258.439471 10.8829410283 2.9264 336 292.892060 12.8297439932 3.36265 366 339.491064 7.24287877901 3.66266 374 364.793214 2.46170747698 3.74267 362 370.054033 2.22487095429 3.62268 338 361.940683 7.08304217696 3.38269 300 341.430011 13.8100036207 3270 274 302.709063 10.4777601287 2.74271 250 278.218866 11.287546359 2.5272 240 258.439471 7.68311292417 2.4273 250 250.709586 0.28383448739 2.5274 270 258.439471 4.28167740074 2.7275 310 274.754694 11.3694536792 3.1276 348 312.904408 10.0849401765 3.48277 384 350.652876 8.68414691122 3.84278 420 376.013272 10.4730303788 4.2279 450 398.858410 11.364797721 4.5280 430 427.844890 0.50118848409 4.3281 395 407.308053 3.11596276413 3.95282 360 382.289823 6.19161763242 3.6
283 326 360.453375 10.5685199352 3.26284 296 329.461275 11.3044846766 2.96285 278 298.728492 7.45629204751 2.78286 274 281.762834 2.83315124021 2.74287 278 278.218866 0.07872874007 2.78288 294 281.762834 4.16230122511 2.94289 314 296.764199 5.48910869277 3.14290 328 317.045564 3.33976717792 3.28291 334 331.502893 0.74763684811 3.34292 334 337.526222 1.05575521594 3.34293 316 337.526222 6.81209570293 3.16294 305 319.121641 4.6300463724 3.05295 290 307.770114 6.12762561416 2.9296 280 292.892060 4.6043072082 2.8297 272 283.565669 4.25208401948 2.72298 268 276.477040 3.16307462928 2.68299 268 273.051244 1.88479246558 2.68300 286 286.000000 0 2.86301 316 289.099414 8.51284379503 3.16302 360 319.121641 11.3550996012 3.6303 396 360.453375 8.97642045739 3.96304 418 382.868860 8.40457901288 4.18305 422 397.312935 5.85001538008 4.22306 412 400.450975 2.80316130299 4.12307 382 392.945248 2.86524806695 3.82308 356 374.858278 5.29726899475 3.56309 328 357.353077 8.94910897086 3.28310 294 331.502893 12.7560860297 2.94311 276 296.764199 7.52326040026 2.76312 264 279.980665 6.05328216214 2.64313 258 269.698300 4.53422470326 2.58314 266 264.791707 0.45424560744 2.66315 295 271.366026 8.01151669353 2.95316 320 297.744077 6.95497608726 3.2317 338 323.273204 4.3570402594 3.38318 348 341.430011 1.88792791317 3.48319 344 350.652876 1.93397554097 3.44320 330 347.066870 5.1717787085 3.3321 312 333.529423 6.90045602058 3.12322 286 314.972419 10.1302163383 2.86323 262 289.099414 10.3432876365 2.62324 248 268.047258 8.08357197095 2.48325 238 256.878435 7.93211541359 2.38326 248 249.180671 0.47607706371 2.48327 280 256.878435 8.25770189845 2.8328 330 283.565669 14.0710095355 3.3329 380 333.529423 12.2290992673 3.8330 402 373.688657 7.04262269888 4.02
331 420 386.437276 7.9911247132 4.2332 428 398.858410 6.80878265058 4.28333 414 405.519774 2.04836386882 4.14334 392 394.358008 0.60153260309 3.92335 368 380.569592 3.41565000035 3.68336 325 366.161025 12.6649307703 3.25337 274 328.435667 19.8670316358 2.74338 250 278.218866 11.287546359 2.5339 232 258.439471 11.3963237147 2.32340 250 244.608445 2.15662190772 2.5341 265 258.439471 2.47567131396 2.65342 310 270.530025 12.7322499371 3.1343 340 312.904408 7.96929171008 3.4344 370 343.340537 7.20526037133 3.7345 360 367.492223 2.08117292287 3.6346 336 360.453375 7.27779017522 3.36347 304 339.491064 11.6746919963 3.04348 270 306.751230 13.6115665144 2.7349 240 274.754694 14.481122331 2.4350 226 250.709586 10.9334452294 2.26351 250 240.036217 3.98551303198 2.5352 315 258.439471 17.9557234863 3.15353 354 318.083378 10.14593833 3.54354 390 355.739778 8.78467240271 3.9355 420 379.431604 9.6591418753 4.2356 452 398.858410 11.7569888815 4.52357 462 430.147088 6.8945697552 4.62358 445 442.245922 0.61889401557 4.45359 390 422.276195 8.27594740523 3.9
327.288888888889 327.363828841492 11.8682270405 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.074672848483 0.074468345679 0.0748779128866 0
3.02709062752669 0.2004158541176 0.660788345679 0.0607857490895 0.32159177982862.55326035028948 0.7008476918029 0.9465127901235 0.5189443737379 0.06414080502882.43085711392824 0.7356543229741 0.7619350123457 0.7102801080691 0.000952161482.50709586218481 0.5924521240952 0.5973572345679 0.5875872912107 5.0351260146E-052.58439471018007 0.3672902445794 0.2839705679012 0.475056710138 0.02421300621992.7821886589739 0.134111143323 0.074468345679 0.2415227382777 0.0474417802796
3.02709062752669 -0.0313389471173 0.0161572345679 0.0607857490895 0.13906140007843.43340536626088 0.0522615863532 0.1070016790123 0.0255255191634 0.02775377199073.60453374988747 0.1214754005228 0.1347705679012 0.1094918064231 0.0012578548973.63386928165386 0.0674032214016 0.0350105679012 0.1297663684899 0.0302305271028
3.488783656126 -0.0587107803443 0.074468345679 0.0462875292475 0.23890946249593.02709062752669 0.1658991815932 0.4527794567901 0.0607857490895 0.18240640412112.66412034407382 0.5198510823069 0.7274194567901 0.3715121244738 0.05959474239072.52242718232614 0.7308449383237 0.9465127901235 0.5643181259111 0.04947385143752.43085711392824 0.7525099464639 0.7972505679012 0.7102801080691 0.00258644603712.49180671117989 0.4479026235804 0.3282016790123 0.6112606151618 0.04334444550972.74754693594458 -0.093176623982 0.031368345679 0.2767721111441 0.49344030720083.47977130554236 0.1498816071202 0.5286905679012 0.0424908207501 0.27063789453713.85226639346314 0.6753232906029 1.362148345679 0.3348104839517 0.34543079225284.21195619624284 1.3015511957026 1.9240772345679 0.8804404961506 0.20074325008524.47335609875023 1.4961814114671 1.5552861234568 1.4393228244358 0.00217565352384.30147087730965 0.9529150135264 0.8595350123457 1.056439830794 0.010296338942
3.988584102555 0.3053613010616 0.1824239012346 0.5111475171564 0.08328078424753.67492222522342 -0.0292491402829 0.0053127901235 0.1610287979405 0.22555112001123.23273203923223 0.0152534858063 0.1390461234568 0.0016733212222 0.11071060993162.92892060182961 0.2664284697653 0.5973572345679 0.1188302834447 0.18397288267392.58439471018007 0.6705574190027 0.9465127901235 0.475056710138 0.08088035117842.43085711392824 0.9716330518304 1.3291527901235 0.7102801080691 0.09663214527982.29225927736538 0.8958899949759 0.8333661234568 0.9631047633286 0.00458880550312.47654886270556 0.568236195039 0.5082105679012 0.6353515525777 0.00696409231572.63185308346457 -0.0815780304959 0.0161572345679 0.4118882492932 0.59004968538293.43340536626088 0.1321451252761 0.6841127901235 0.0255255191634 0.44434840572983.91572952429009 0.5182389708219 0.651428345679 0.4122811551877 0.026984789193.90238769244844 0.3062708208092 0.2372772345679 0.3953258130725 0.02027425496083.71290123351233 0.0119089065115 0.0007350123457 0.1929519349357 0.1704874286363.33529422784218 -0.0291564086892 0.2236239012346 0.0038014548667 0.28653991036122.83565668532981 0.3385111145622 0.5973572345679 0.191827884641 0.11266541040662.58439471018007 0.7808363915203 1.2834372345679 0.475056710138 0.1974866584362.30789872783392 1.2485939474356 1.6715616790123 0.9326528988712 0.10751757571512.1800880776276 1.0639028495171 0.9465127901235 1.195852063513 0.014378869127
2.43085711392824 0.3985418531795 0.2236239012346 0.7102801080691 0.13626647033742.83565668532981 -0.2746631297569 0.393268345679 0.191827884641 1.1328266914831
3.79431604123753 0.5868616805147 1.2703794567901 0.2711053222844 0.36685305790224.16988184069286 1.1894147764897 1.7612239012346 0.8032525049998 0.18500163096584.39752070402892 1.3566509514701 1.4571172345679 1.2631116841264 0.00680283426394.25584803580643 0.9106175702483 0.8595350123457 0.9647359878709 0.0031190031034
3.988584102555 0.2624645522132 0.1347705679012 0.5111475171564 0.12151087655413.63386928165386 -0.0334614567053 0.008628345679 0.1297663684899 0.2059973248293.2119833127865 0.0291559529194 0.2236239012346 0.0038013360197 0.1697302500145
2.83565668532981 0.3823092748707 0.7619350123457 0.191827884641 0.18979674747262.50709586218481 0.8454111247511 1.2163639012346 0.5875872912107 0.11363362030212.33121397682391 1.199601434843 1.6202461234568 0.8881635830778 0.10970269844352.19643829355801 1.0479959061075 0.9465127901235 1.1603598289197 0.01072502704122.43085711392824 0.6513762055255 0.5973572345679 0.7102801080691 0.00478073869432.58439471018007 0.2570112720618 0.1390461234568 0.475056710138 0.09960669896232.92892060182961 -0.1127609854786 0.1070016790123 0.1188302834447 0.45034755864873.60453374988747 0.1744186743584 0.2778461234568 0.1094918064231 0.03820705493313.73688656750504 0.2812431774387 0.3685839012346 0.21459896808 0.02048145456053.78295729255848 0.1360447651068 0.071348345679 0.2594058479818 0.05902824600733.55739777629434 -0.0774348113591 0.074468345679 0.0805194469616 0.31069228101793.02709062752669 0.1905539476821 0.5973572345679 0.0607857490895 0.27782452962652.58439471018007 1.0151792081201 2.1694016790123 0.475056710138 0.61527506135852.02717633576593 1.8109707214265 2.1108861234568 1.5536673994015 0.04292203410142.04470608471118 1.2324824522922 1.0057861234568 1.5102743613001 0.05075734826622.40799396444302 0.3227891501389 0.1390461234568 0.7493400956248 0.24206993902452.92892060182961 -0.0265815638322 0.0059461234568 0.1188302834447 0.17730785956353.38511717736721 0.1234195166134 1.2256950123457 0.012427542682 0.98979183076984.14954968262631 1.0923588320699 1.5552861234568 0.7672207705093 0.13723343764234.30147087730965 1.1790381830832 1.3158639012346 1.056439830794 0.01404915292574.19068690197246 0.8868879036005 0.9353039012346 0.8409781596278 0.00243178163714.02091611652306 0.5134628987801 0.4721216790123 0.558424152382 0.00371077325233.82868859726176 0.2037651356033 0.1347705679012 0.308080845351 0.03560338673663.63386928165386 -0.0983030354883 0.074468345679 0.1297663684899 0.40179026622443.02709062752669 0.170830134811 0.4800950123457 0.0607857490895 0.19989002922222.64791706684197 0.7339014683249 1.375668345679 0.3915270471267 0.30021311213672.27653516639371 1.3090856099781 1.7236772345679 0.9942146359444 0.10019451156392.16361758214881 1.1909288821895 1.1510905679012 1.2321459683395 0.00132368032872.35437835595238 0.7472561850995 0.660788345679 0.845038823431 0.01115593169132.55326035028948 -0.1636058339476 0.0515794567901 0.5189443737379 0.8963159643343.52388791735904 0.3070841002288 1.5058016790123 0.0626248767867 0.95279479787774.27844889518434 1.3736877450768 1.8689927901235 1.0096443554763 0.13071920139344.44774202694136 1.6051302665366 1.8689927901235 1.3785195888218 0.03696312820464.44774202694136 0.8537038738797 0.5286905679012 1.3785195888218 0.20047292268963.85226639346314 -0.331489612181 0.3282016790123 0.3348104839517 1.32771784150462.74754693594458 0.5433939125071 1.0668594567901 0.2767721111441 0.25760389218672.38507547018068 1.1132704820455 1.5697305679012 0.7895438819484 0.13328009892762.21267212310576 1.4990273064524 1.9962550123457 1.1256492039308 0.12437762641592.07935057343038 1.7829388598369 2.2287172345679 1.426323146163 0.08961076581312.00950694964803 1.6090987352126 1.6202461234568 1.5980280416526 9.038209161E-052.19643829355801 0.8325559071361 0.5973572345679 1.1603598289197 0.092149709618
2.58439471018007 0.0502381985913 0.0053127901235 0.475056710138 0.37896987285433.23273203923223 -0.0166533885562 0.1657394567901 0.0016733212222 0.20004862872943.6616102500347 0.2665798456285 0.4721216790123 0.1505222430031 0.0890364428844
3.82868859726176 0.6256033703269 1.2703794567901 0.308080845351 0.32639671889874.16988184069286 1.099790421262 1.5058016790123 0.8032525049998 0.10897799910434.27844889518434 0.7306089567443 0.5286905679012 1.0096443554763 0.07753378722943.85226639346314 -0.0711069649093 0.0151016790123 0.3348104839517 0.49317808738773.18083378311953 0.0531666699226 0.3282016790123 0.0086126762031 0.2312011269892.74754693594458 0.4855238637354 0.8517239012346 0.2767721111441 0.15804356627892.46892832417311 0.9599295751222 1.4229839012346 0.6475581265501 0.15126524134412.2607200867129 1.0664903199254 1.1085750123457 1.0260032833393 0.0016581254619
2.36975042816288 0.6986048839904 0.5973572345679 0.817013263911 0.01696495096382.58439471018007 -0.0600407739262 0.007588345679 0.475056710138 0.60156356559673.39491063668818 0.160941880864 1.7612239012346 0.0147069824557 1.45224037356734.39752070402892 1.6938156761543 2.2713839012346 1.2631116841264 0.14629041184654.63328651946061 2.212298743937 2.6474905679012 1.8486433121857 0.07113608070144.80208586118524 2.1812645138513 2.0366461234568 2.3361519827075 0.01042152305394.52552647965512 1.1606394519676 0.8595350123457 1.5672240433667 0.1059674889567
3.988584102555 0.0193829754056 0.0007350123457 0.5111475171564 0.47414806629153.33529422784218 -0.0384047996032 0.3879905679012 0.0038014548667 0.46962817871382.70530025195116 0.6893308895598 1.4710994567901 0.3230081236915 0.41641241516822.24480814218463 1.4741992850873 2.0531705679012 1.0584914697922 0.1638696319792.0620971019838 1.8571580231115 2.349748345679 1.4678320464189 0.10374654310641.9737469625408 1.6546172254682 1.6202461234568 1.6897174590828 0.0006892219758
2.19643829355801 -0.190784087978 0.031368345679 1.1603598289197 1.57141695185783.47977130554236 0.170494908833 0.6841127901235 0.0424908207501 0.38468363342863.91572952429009 0.7879172898895 1.5058016790123 0.4122811551877 0.34137198878634.27844889518434 1.4741688057537 2.1524150123457 1.0096443554763 0.21302942235664.57886911277473 1.9932324944446 2.332068345679 1.703627504859 0.0488988692854.66086905824591 1.3554785988771 0.9547461234568 1.9244092087659 0.16881338302394.02930193714066 0.3227523406335 0.1824239012346 0.5710275500055 0.10843976580463.67492222522342 -0.1095059276446 0.074468345679 0.1610287979405 0.45552001010053.02709062752669 0.2152087137709 0.7619350123457 0.0607857490895 0.39324265513182.50709586218481 0.945061640161 1.5200150123457 0.5875872912107 0.21817854447022.22879384716184 1.4344553240137 1.8848239012346 1.0916999064175 0.10810539393152.11345110615779 1.1287332186493 0.9465127901235 1.3460342978737 0.03480048979382.43085711392824 -0.1914049689612 0.0515794567901 0.7102801080691 1.14306651083793.52388791735904 0.3471240408598 1.9240772345679 0.0626248767867 1.29075066432284.47335609875023 2.0000628918079 2.7792594567901 1.4393228244358 0.21775653057364.8599282993514 2.8983281044266 3.3383350123457 2.5163159987969 0.0576344214523
5.09733404688895 3.2956208684246 3.2656505679012 3.3258662194762 0.00030046918155.06720742121726 2.7389793512484 2.332068345679 3.2168902341413 0.07139980595364.66086905824591 1.1057770603075 0.6353861234568 1.9244092087659 0.34912624399243.89585158721035 0.0168688938785 0.0007350123457 0.3871493891979 0.35503911398113.33529422784218 -0.0353220026319 0.3282016790123 0.0038014548667 0.40359875592962.74754693594458 0.617046701853 1.375668345679 0.2767721111441 0.41931703425122.27653516639371 1.4686221095015 2.1694016790123 0.9942146359444 0.22708576480992.02717633576593 1.9605461557443 2.4739794567901 1.5536673994015 0.1070443546852
1.93742396012407 1.5672309388265 1.375668345679 1.7854687311298 0.02643096874172.27653516639371 -0.0768877296314 0.0059461234568 0.9942146359444 1.15232674898943.38511717736721 0.103353316602 0.8595350123457 0.012427542682 0.664034014622
3.988584102555 0.8344212035253 1.362148345679 0.5111475171564 0.20377631246614.21195619624284 1.2264857630764 1.7085394567901 0.8804404961506 0.1354562414844.37293958156075 1.5248530381814 1.9240772345679 1.2084633331121 0.08240368383454.47335609875023 1.1122717121598 0.8595350123457 1.4393228244358 0.0747235567239
3.988584102555 0.0908775568196 0.0161572345679 0.5111475171564 0.34643124578053.43340536626088 -0.0915287837082 0.3282016790123 0.0255255191634 0.53788343126032.74754693594458 0.5907421342295 1.2608794567901 0.2767721111441 0.35706234065682.3156887893149 1.4109531733411 2.1694016790123 0.917667242826 0.2659349274251
2.02717633576593 1.7985061019 2.081928345679 1.5536673994015 0.03887850738612.05341886742345 1.187137916689 0.9465127901235 1.4889354353648 0.06080225494272.43085711392824 -0.3599612038585 0.1824239012346 0.7102801080691 1.61072366526663.67492222522342 0.5726767649298 2.0366461234568 0.1610287979405 1.05078444434094.52552647965512 2.1120744773101 2.8463439012346 1.5672240433667 0.18876723988094.88910336085346 2.9839434849131 3.4118194567901 2.6097274002689 0.05331325796925.12757006377039 3.2019461684584 2.9829127901235 3.4370630276727 0.01627412117044.94791977637501 2.0545294170035 1.5058016790123 2.8032185009259 0.20063212606784.27844889518434 0.5296468353905 0.2778461234568 1.0096443554763 0.22891334530313.73688656750504 -0.1727401360696 0.1390461234568 0.21459896808 0.70037912687042.92892060182961 0.3698437757409 1.1510905679012 0.1188302834447 0.53132524377162.35437835595238 1.4091233364726 2.349748345679 0.845038823431 0.37746076426271.9737469625408 2.1225781027829 2.6663261234568 1.6897174590828 0.1113870350052
1.88188783048699 1.8550487214782 1.7765927901235 1.9369693371426 0.00337702424552.14702329266168 1.1524019612116 1.0463016790123 1.2692613486561 0.01060420225422.39272305694969 0.539903157418 0.3756327901235 0.7760116450274 0.07143696428632.71366025754081 -0.1271772327896 0.0515794567901 0.3135753950616 0.61833019057083.52388791735904 0.2470241892822 0.974388345679 0.0626248767867 0.541860998214.03781047869211 1.014141404519 1.7612239012346 0.583959136393 0.31605705786844.39752070402892 1.4465615447192 1.6566550123457 1.2631116841264 0.02639952161934.34872893049953 0.6742012871028 0.393268345679 1.1558198886979 0.20135765306733.79431604123753 -0.4128396049047 0.6286727901235 0.2711053222844 1.72742665625432.56878434684353 0.84081243519 1.4229839012346 0.4968190789487 0.23891013771932.2607200867129 1.3501074164019 1.7765927901235 1.0260032833393 0.1028613740211
2.14702329266168 1.6143141094704 2.0531705679012 1.2692613486561 0.09426330223682.0620971019838 1.1302333112529 0.8702816790123 1.4678320464189 0.0772300207258
2.46131161158043 0.3191541254763 0.1543616790123 0.659874629897 0.17529996659742.90985555280156 -0.1917539219722 0.2778461234568 0.1323378787303 0.79235713687823.73688656750504 0.5452946965201 1.3855905679012 0.21459896808 0.50853076760474.22276194880385 1.3924698679751 2.1524150123457 0.9008357227101 0.2675352016052
5.1 3.336965776145 3.3383350123457 3.335597101544 05.09733404688895 3.1497252077467 2.9829127901235 3.3258662194762 0.00947391668384.94791977637501 2.3893857145955 2.0366461234568 2.8032185009259 0.06146421551784.52552647965512 0.9603373413692 0.5884594567901 1.5672240433667 0.23573596244633.87673955641834 -0.0922074827525 0.0233750123457 0.3637311394673 0.57265475624823.14972418727644 0.1081632420604 0.7619350123457 0.015354704461 0.56208635698732.50709586218481 1.0523775798332 1.8848239012346 0.5875872912107 0.3685653858819
2.11345110615779 1.7088268097778 2.1694016790123 1.3460342978737 0.09825159595152.02717633576593 1.137881266996 0.8333661234568 1.5536673994015 0.11077159147422.47654886270556 0.4088183098972 0.2630550123457 0.6353515525777 0.08034454723352.7998066490806 -0.0791825317288 0.0279261234568 0.2245164224342 0.4098475265614
3.47066869738064 0.159025432303 0.651428345679 0.0388209820572 0.37128463635183.90238769244844 0.7841203678747 1.5552861234568 0.3953258130725 0.38144496243924.30147087730965 1.1790381830832 1.3158639012346 1.056439830794 0.01404915292574.19068690197246 0.8043535283804 0.7693239012346 0.8409781596278 0.00165542399213.95080221075837 0.2756809568296 0.1657394567901 0.4585509777236 0.07333383735163.6616102500347 -0.0282788452025 0.0053127901235 0.1505222430031 0.2130840229371
3.23273203923223 0.0332522354467 0.660788345679 0.0016733212222 0.5971148044562.55326035028948 0.7008476918029 0.9465127901235 0.5189443737379 0.06414080502882.43085711392824 0.7187986994844 0.7274194567901 0.7102801080691 0.00011787692292.52242718232614 0.3552393852793 0.2236239012346 0.5643181259111 0.07704666911142.83565668532981 -0.0994704885229 0.0515794567901 0.191827884641 0.4413520397473.52388791735904 0.1944717672039 0.6039016790123 0.0626248767867 0.27679392350083.88303130318118 0.8392018916681 1.8964350123457 0.3713598464459 0.58824098194.46050846630994 2.0498566716889 2.9829127901235 1.4086608191766 0.29105111492334.94791977637501 3.0590983097795 3.3383350123457 2.8032185009259 0.02312839441785.09733404688895 2.4202469043571 1.7612239012346 3.3258662194762 0.24734115419494.39752070402892 0.873381512756 0.6039016790123 1.2631116841264 0.12077063972883.88303130318118 -0.2272358841728 0.1390461234568 0.3713598464459 0.96635054303412.92892060182961 0.3009002384238 0.7619350123457 0.1188302834447 0.27975700303982.50709586218481 0.9220653673741 1.4469416790123 0.5875872912107 0.19105279273912.25277657499731 1.3811124691748 1.830308345679 1.0421586379219 0.11074024886692.13030206336153 1.3410063546293 1.375668345679 1.3072177235193 0.0009182150442.27653516639371 0.272098363076 0.074468345679 0.9942146359444 0.5234013654653.02709062752669 -0.1053032453838 0.1824239012346 0.0607857490895 0.45280702356243.67492222522342 0.3319064028447 0.6841127901235 0.1610287979405 0.1806911146093.91572952429009 0.6209735685619 0.9353039012346 0.4122811551877 0.10515134141714.02091611652306 0.6778640209639 0.8228505679012 0.558424152382 0.02530768198213.97312935096055 0.5086077236998 0.5286905679012 0.4892877465812 0.00072203177983.85226639346314 -0.0421755596568 0.0053127901235 0.3348104839517 0.42545144804143.23273203923223 0.0340703604304 0.6937039012346 0.0016733212222 0.62842408602532.53781165798148 0.7305940855059 0.985828345679 0.541440830055 0.0664668509912
2.415619591498 1.1779643354562 1.8848239012346 0.736196084259 0.26586356313662.11345110615779 1.4767893733264 1.6202461234568 1.3460342978737 0.01287115348842.19643829355801 0.8325559071361 0.5973572345679 1.1603598289197 0.0921497096182.58439471018007 -0.0600407739262 0.007588345679 0.475056710138 0.60156356559673.39491063668818 0.1003057067274 0.6841127901235 0.0147069824557 0.49715101025553.91572952429009 0.826442764042 1.6566550123457 0.4122811551877 0.41508444587154.34872893049953 1.7277901163458 2.5828061234568 1.1558198886979 0.28224894928824.77343610013139 2.7402972462073 3.3383350123457 2.2493934760295 0.10664398069745.09733404688895 2.7849860560519 2.332068345679 3.3258662194762 0.08840753543944.66086905824591 1.397095521972 1.0142727901235 1.9244092087659 0.14506123952914.05519773583089 0.0211889450188 0.0007350123457 0.6108351698452 0.57032362020413.33529422784218 -0.0291564086892 0.2236239012346 0.0038014548667 0.28653991036122.83565668532981 0.3209918504388 0.5371261234568 0.191827884641 0.0874128755802
2.61591833153905 0.61357963977 0.8702816790123 0.4325955416728 0.07613092567932.46131161158043 0.8552897321871 1.1085750123457 0.659874629897 0.05823129388352.36975042816288 0.7347603984004 0.660788345679 0.817013263911 0.00814498521682.55326035028948 0.2686209289277 0.1390461234568 0.5189443737379 0.12022838468142.92892060182961 -0.0955251011493 0.0767905679012 0.1188302834447 0.38573961883173.56551672866645 0.1830402129755 0.393268345679 0.0851930238837 0.1118790588023.79431604123753 0.3577634692728 0.4721216790123 0.2711053222844 0.02745117419123.82868859726176 0.2925731850188 0.2778461234568 0.308080845351 0.00082303561283.73688656750504 0.08204641743 0.031368345679 0.21459896808 0.08230390261483.47977130554236 -0.07686471172 0.1390461234568 0.0424908207501 0.33613476673032.92892060182961 0.2664284697653 0.5973572345679 0.1188302834447 0.18397288267392.58439471018007 0.7808363915203 1.2834372345679 0.475056710138 0.1974866584362.30789872783392 1.2099643650124 1.5697305679012 0.9326528988712 0.08288567748842.21267212310576 1.1807374568596 1.2385216790123 1.1256492039308 0.00277435255252.32346023767978 0.6393642528058 0.4527794567901 0.9028383280988 0.07647424014412.66412034407382 -0.0165247087132 0.0007350123457 0.3715121244738 0.40434293682083.33529422784218 0.0324995307381 0.2778461234568 0.0038014548667 0.21595145467683.73688656750504 0.4989698686111 1.160168345679 0.21459896808 0.37590808110584.11995427965441 1.2416395942585 2.1524150123457 0.7162507570277 0.38445669531894.57886911277473 2.0715463439062 2.5189216790123 1.703627504859 0.07903457575214.74497965242603 2.1586212633781 2.1524150123457 2.1648454094501 2.4796938284E-054.57886911277473 1.4058786234827 1.160168345679 1.703627504859 0.05238107078234.11995427965441 0.1922077651215 0.0515794567901 0.7162507570277 0.38434330886183.52388791735904 -0.0532753654508 0.0453216790123 0.0626248767867 0.21519199987173.08791947179172 0.1008246820023 0.294728345679 0.0344914788479 0.12810634828772.77345484990129 0.3665788844929 0.5371261234568 0.2501834721633 0.05450116694242.61591833153905 0.5741164423574 0.7619350123457 0.4325955416728 0.04662072589462.50709586218481 0.5924521240952 0.5973572345679 0.5875872912107 5.0351260146E-052.58439471018007 0.2570112720618 0.1390461234568 0.475056710138 0.09960669896232.92892060182961 -0.0300287406981 0.007588345679 0.1188302834447 0.18582944752693.39491063668818 0.0469458734871 0.1498550123457 0.0147069824557 0.07027237054113.64793214036103 0.1748368170646 0.2181927901235 0.1400958876047 0.00847649077853.70054032854512 0.1481824414852 0.1204861234568 0.1822453518673 0.00648674452223.61940682558129 0.0370356522032 0.0114727901235 0.1195558812942 0.05731562813493.41430010862168 -0.0383850478253 0.074468345679 0.0197857476639 0.17164458000393.02709062752669 0.1313825090689 0.2839705679012 0.0607857490895 0.08242102841372.7821886589739 0.3798359580435 0.5973572345679 0.2415227382777 0.0796304392535
2.58439471018007 0.6016330611792 0.7619350123457 0.475056710138 0.03400140914242.50709586218481 0.5924521240952 0.5973572345679 0.5875872912107 5.0351260146E-052.58439471018007 0.3948599877088 0.3282016790123 0.475056710138 0.01336458303442.74754693594458 0.0909553493826 0.0298905679012 0.2767721111441 0.12422316236213.12904408185737 -0.0299470667804 0.0428950123457 0.02090748457 0.12317005647933.50652875860927 0.1320747733191 0.3216150123457 0.0542379711073 0.11120306883473.76013272409215 0.4510343968101 0.8595350123457 0.2366768359449 0.1934832204146
3.988584102555 0.8773179523737 1.5058016790123 0.5111475171564 0.26154622015954.27844889518434 1.0320521387752 1.0549572345679 1.0096443554763 0.00046445011884.07308052918301 0.5413112239156 0.4584794567901 0.6391078963243 0.0151488166643.82289823476726 0.1796690313401 0.1070016790123 0.301686488667 0.0496836230624
3.60453374988747 -0.0042648748368 0.0001661234568 0.1094918064231 0.11870350481153.29461274642652 -0.0065626748623 0.0978994567901 0.0004399278889 0.11196569007112.98728491892066 0.1411403941196 0.2429394567901 0.0819982522207 0.04296703761192.81762834398179 0.2430026326113 0.2839705679012 0.2079450694219 0.00602615978942.7821886589739 0.2422300618 0.2429394567901 0.2415227382777 4.790228104E-06
2.81762834398179 0.1518006437246 0.1108150123457 0.2079450694219 0.01497482219662.96764198704716 0.0406635084929 0.0176594567901 0.0936337364507 0.02970728462913.17045563656434 -0.000733743302 5.0567901235E-05 0.0106466596429 0.01199996756053.31502892927317 0.0027777718976 0.0045039012346 0.0017131851507 0.00062355437323.37526222421251 0.0068200952469 0.0045039012346 0.010327424327 0.00124342445643.37526222421251 -0.0114722131967 0.0127439012346 0.010327424327 0.04633782517293.19121641435815 0.0183709199287 0.0496794567901 0.006793365323 0.01994207568423.07770114281073 0.0730627845164 0.1390461234568 0.0383913650275 0.03157769615622.92892060182961 0.1630131637897 0.2236239012346 0.1188302834447 0.01662052157612.83565668532981 0.2421551618835 0.3056861234568 0.191827884641 0.01337646886152.76477040006481 0.3017021169151 0.3515172345679 0.2589465277939 0.00718602072712.73051243807755 0.3220132819334 0.3515172345679 0.2949856893047 0.0025515064005
2.86 0.1707866533055 0.1704772345679 0.1710966336428 02.89099413607716 0.0431962731972 0.0127439012346 0.1464165473183 0.07236415482493.19121641435815 -0.0269611108026 0.1070016790123 0.006793365323 0.16710401989023.60453374988747 0.227361948194 0.4721216790123 0.1094918064231 0.12635625496913.82868859726176 0.5034923023806 0.8228505679012 0.308080845351 0.12341970169393.97312935096055 0.6624957574599 0.8970194567901 0.4892877465812 0.06094511735724.00450975431668 0.6191293395594 0.7175972345679 0.5341730996694 0.0133379968483.92945247615764 0.3588032289384 0.2993305679012 0.4300922488446 0.0119798445373.74858277621316 0.1363618396079 0.0824327901235 0.2255722664899 0.03556346348433.57353077424415 0.0021325687881 5.0567901235E-05 0.0899355030568 0.08616031542843.31502892927317 -0.0137784844457 0.1108150123457 0.0017131851507 0.14064669779182.96764198704716 0.1569421030126 0.2630550123457 0.0936337364507 0.04311519478492.7998066490806 0.2998827797387 0.400548345679 0.2245164224342 0.0255381650904
2.69698299734412 0.3995580439019 0.4800950123457 0.3325313247199 0.01368502166762.64791706684197 0.383497584244 0.3756327901235 0.3915270471267 0.00014599727372.71366025754081 0.1808106841911 0.1042572345679 0.3135753950616 0.05585647386572.97744076520778 0.0215895083582 0.0053127901235 0.087732972754 0.04953261299133.23273203923223 -0.0043815138013 0.0114727901235 0.0016733212222 0.02168785226873.41430010862168 0.0291326258739 0.0428950123457 0.0197857476639 0.00431647572713.50652875860927 0.0389185852414 0.0279261234568 0.0542379711073 0.00442607572213.47066869738064 0.0053417133097 0.0007350123457 0.0388209820572 0.02912780426563.33529422784218 -0.0094265080724 0.0233750123457 0.0038014548667 0.04635160454223.14972418727644 0.0511627555367 0.1704772345679 0.015354704461 0.0839401046932.89099413607716 0.2498241154596 0.4262639012346 0.1464165473183 0.07343782178822.68047258487952 0.4703144956032 0.6286727901235 0.3518455518506 0.04018925728832.56878434684353 0.6293562527186 0.7972505679012 0.4968190789487 0.03563952961312.49180671117989 0.6199055705721 0.6286727901235 0.6112606151618 0.00013939842892.56878434684353 0.3333175972586 0.2236239012346 0.4968190789487 0.05346067826462.83565668532981 -0.0118741679059 0.0007350123457 0.191827884641 0.21561471387893.33529422784218 0.0324995307381 0.2778461234568 0.0038014548667 0.21595145467683.73688656750504 0.3460979365113 0.5581750123457 0.21459896808 0.0801532156591
3.86437276204551 0.5476764942193 0.8595350123457 0.3489672183356 0.1126456428573.988584102555 0.7200298732629 1.0142727901235 0.5111475171564 0.0849232252837
4.05519773583089 0.6776988808482 0.7518816790123 0.6108351698452 0.00719142400823.94358007804094 0.4335267758647 0.4187527901235 0.4488220014873 0.00055602008043.8056959200127 0.2166065735749 0.1657394567901 0.2830853233414 0.01579946430783.6616102500347 -0.0088802471215 0.0005239012346 0.1505222430031 0.1694229979336
3.28435666682043 -0.0057117047592 0.2839705679012 0.0001148836356 0.29632418071182.7821886589739 0.3798359580435 0.5973572345679 0.2415227382777 0.0796304392535
2.58439471018007 0.656772547438 0.9079972345679 0.475056710138 0.06990456277122.44608445230692 0.6396071648852 0.5973572345679 0.6848453516571 0.0029068862832.58439471018007 0.4293221666205 0.3879905679012 0.475056710138 0.00430405405242.70530025195116 0.0982593316375 0.0298905679012 0.3230081236915 0.15578789110983.12904408185737 -0.0183795302558 0.0161572345679 0.02090748457 0.07341710957653.43340536626088 0.0682382941378 0.1824239012346 0.0255255191634 0.07107269873853.67492222522342 0.1312644344405 0.1070016790123 0.1610287979405 0.00561333983243.60453374988747 0.0288246713105 0.007588345679 0.1094918064231 0.0597967548343.39491063668818 -0.0282429824423 0.0542372345679 0.0147069824557 0.12596156003443.06751229588825 0.1180872908297 0.3282016790123 0.0424879247951 0.13506528762912.74754693594458 0.4592192961119 0.7619350123457 0.2767721111441 0.12078887268452.50709586218481 0.7764223063904 1.0259439012346 0.5875872912107 0.06105636510892.40036217420045 0.6749454056084 0.5973572345679 0.7626111716575 0.00992769633012.58439471018007 0.0847003775031 0.0151016790123 0.475056710138 0.31990934387233.18083378311953 -0.0247891145256 0.071348345679 0.0086126762031 0.12900037134823.55739777629434 0.1779487277324 0.393268345679 0.0805194469616 0.11737628368813.79431604123753 0.4827261299502 0.8595350123457 0.2711053222844 0.1645794743972
3.988584102555 0.8916168686565 1.5552861234568 0.5111475171564 0.28240285605734.30147087730965 1.3846047008622 1.814708345679 1.056439830794 0.10146080200194.42245921630701 1.3522898788988 1.3855905679012 1.3197895243628 0.00075849476644.22276194880385 0.5952059932483 0.393268345679 0.9008357227101 0.10417527559573.27363828841492 226.7017050148 297.63219555556 227.1658231787 71.394810880531
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718531399578 RMSE --> 0.4453301237426
512 0 512.757006 0512 400 512.7570064 400
164 0 188.188783 0164 400 188.188783 400
SKEMA 1A ; ROI 0,504 ; EPOCH 10
No.Skema 1a
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.700934 23.0491600213 2.462 230 255.326996 11.0117373726 2.33 240 243.090983 1.28790939917 2.44 250 250.712396 0.28495824018 2.55 274 258.439116 5.67915461704 2.746 300 278.211388 7.26287072949 37 340 302.700934 10.9703136317 3.48 360 343.347569 4.62567536671 3.69 364 360.464186 0.97137743773 3.64
10 346 363.397295 5.02811985424 3.4611 300 348.887423 16.2958075725 312 260 302.700934 16.4234360201 2.613 242 266.408366 10.0861017951 2.4214 230 252.244934 9.67171046123 2.315 238 243.090983 2.13906830168 2.3816 270 249.184046 7.70961269873 2.717 345 274.748134 20.3628597393 3.4518 400 347.985892 13.0035269681 419 444 385.220423 13.2386435069 4.4420 466 421.188784 9.61614083675 4.6621 452 447.337183 1.031596696 4.5222 420 430.143230 2.41505475703 4.223 370 398.846987 7.79648305955 3.724 320 367.501111 14.844097168 3.225 290 323.271446 11.4729124133 2.926 250 292.882954 17.1531816156 2.527 230 258.439116 12.3648331954 2.328 212 243.090983 14.6655578104 2.1229 236 229.232409 2.86762313294 2.3630 256 247.658794 3.25828375583 2.5631 340 263.182947 22.5932509828 3.432 410 343.347569 16.2566905659 4.133 408 391.563010 4.02867401732 4.0834 376 390.229404 3.7844159113 3.7635 330 371.296667 12.5141413832 3.336 280 333.532169 19.1186316143 2.837 250 283.557161 13.4228644186 2.538 214 258.439116 20.7659422193 2.1439 198 230.796473 16.5638751911 1.9840 230 218.012440 5.21198252963 2.341 280 243.090983 13.1817919436 2.842 390 283.557161 27.2930356291 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.430671 13.7657566339 4.444 460 416.980018 9.35217004932 4.645 448 439.751348 1.84121707049 4.4846 420 425.579418 1.32843289286 4.247 364 398.846987 9.57334816493 3.6448 318 363.397295 14.2758788351 3.1849 280 321.195730 14.7127607721 2.850 240 283.557161 18.1488171027 2.451 217 250.712396 15.5356661753 2.1752 200 233.128048 16.5640239845 253 230 219.648091 4.50082982508 2.354 250 243.090983 2.7636069768 2.555 290 258.439116 10.8830633278 2.956 360 292.882954 18.6436238781 3.657 380 360.464186 5.14100365088 3.858 388 373.693259 3.68730450255 3.8859 354 378.295932 6.86325753087 3.5460 300 355.750434 18.5834780379 361 250 302.700934 21.080373461 2.562 180 258.439116 43.5772868607 1.863 182 202.712240 11.3803518081 1.8264 227 204.466510 9.92664741845 2.2765 290 240.805195 16.9637258378 2.966 335 292.882954 12.5722525257 3.3567 438 338.516699 22.7130824694 4.3868 452 414.946196 8.19774424116 4.5269 442 430.143230 2.68252715395 4.4270 424 419.061171 1.16481809758 4.2471 396 402.080243 1.53541501733 3.9672 364 382.864632 5.18259120149 3.6473 300 363.397295 21.1324315652 374 258 302.700934 17.3259432761 2.5875 210 264.788686 26.0898502703 2.176 196 227.659810 16.1529642851 1.9677 220 216.364686 1.65241560884 2.278 246 235.444389 4.29089882858 2.4679 350 255.326996 27.0494297266 3.580 450 352.398830 21.6891488907 4.581 464 427.840261 7.79304723638 4.6482 464 444.775022 4.14331413186 4.6483 400 444.775022 11.193755607 484 270 385.220423 42.6742306776 2.785 224 274.748134 22.6554169194 2.2486 202 238.513755 18.0761163839 2.0287 186 221.272029 18.9634563609 1.8688 178 207.933335 16.8164803019 1.7889 200 200.943936 0.47196818743 290 250 219.648091 12.1407634391 2.5
91 320 258.439116 19.2377761408 3.292 368 323.271446 12.1544983699 3.6893 396 366.170510 7.53269942704 3.9694 440 382.864632 12.9853109151 4.495 450 416.980018 7.33777382819 4.596 400 427.840261 6.9600652058 497 315 385.220423 22.2921977237 3.1598 270 318.079578 17.8072510286 2.799 235 274.748134 16.9140995317 2.35
100 208 246.896993 18.7004772336 2.08101 222 226.078042 1.8369560536 2.22102 250 236.981453 5.20741867537 2.5103 336 258.439116 23.0835963246 3.36104 460 339.496474 26.1964186855 4.6105 478 439.751348 8.00181014138 4.78106 490 463.334340 5.44197145863 4.9107 470 480.217458 2.17392721429 4.7108 420 452.555678 7.75135194951 4.2109 330 398.846987 20.8627234304 3.3110 265 333.532169 25.8611956679 2.65111 206 270.524824 31.3227300993 2.06112 184 224.486516 22.0035412665 1.84113 174 206.206836 18.5096758863 1.74114 200 197.365002 1.31749924505 2115 345 219.648091 36.3338865501 3.45116 410 347.985892 15.125392164 4.1117 450 391.563010 12.9859977757 4.5118 474 427.840261 9.73834159848 4.74119 480 457.891318 4.60597544595 4.8120 425 466.093195 9.66898713547 4.25121 370 402.918893 8.89699816238 3.7122 300 367.501111 22.5003703126 3123 240 302.700934 26.1253890218 2.4124 204 250.712396 22.8982331375 2.04125 190 222.884681 17.3077268081 1.9126 230 211.345472 8.11066445687 2.3127 350 243.090983 30.5454335549 3.5128 466 352.398830 24.3779334782 4.66129 494 447.337183 9.44591438582 4.94130 510 486.002527 4.70538679261 5.1131 508 509.745224 0.34354796971 5.08132 480 506.732396 5.56924913969 4.8133 407 466.093195 14.5192126107 4.07134 330 389.576115 18.053368314 3.3135 270 333.532169 23.5304327852 2.7136 210 274.748134 30.832444714 2.1137 180 227.659810 26.4776722216 1.8138 170 202.712240 19.2424942887 1.7
139 210 193.729500 7.74785716297 2.1140 335 227.659810 32.0418477616 3.35141 420 338.516699 19.4007860038 4.2142 444 398.846987 10.1695974504 4.44143 458 421.188784 8.03738347146 4.58144 466 437.292452 6.16041796793 4.66145 420 447.337183 6.50885307954 4.2146 340 398.846987 17.3079374472 3.4147 270 343.347569 27.1657661777 2.7148 215 274.748134 27.7898297206 2.15149 180 231.575513 28.6530625153 1.8150 183 202.712240 10.7717160059 1.83151 230 205.338410 10.7224306194 2.3152 370 243.090983 34.2997344438 3.7153 470 367.501111 21.8082742686 4.7154 496 452.555678 8.75893584921 4.96155 512 488.920401 4.50773412428 5.12156 500 512.768964 2.55379270213 5157 450 494.802689 9.9561530877 4.5158 380 427.840261 12.5895423219 3.8159 290 373.693259 28.8597443207 2.9160 220 292.882954 33.1286154723 2.2161 174 235.444389 35.3128671734 1.74162 164 197.365002 20.3445131158 1.64163 194 188.170614 3.00483833436 1.94164 225 214.704476 4.57578827687 2.25165 266 239.278391 10.0457176539 2.66166 350 271.360537 22.4684180623 3.5167 426 352.398830 17.277269955 4.26168 460 403.769836 12.2239487746 4.6169 456 439.751348 3.56330098154 4.56170 390 434.870601 11.5052823176 3.9171 248 379.430671 52.9962382301 2.48172 208 256.878743 23.4993957376 2.08173 194 226.078042 16.5350734222 1.94174 184 214.704476 16.6872154223 1.84175 234 206.206836 11.8774204948 2.34176 288 246.135565 14.5362622624 2.88177 380 290.976447 23.4272507825 3.8178 445 373.693259 16.0239868472 4.45179 474 422.269712 10.9135628581 4.74180 510 510.000000 0 5.1181 500 509.745224 1.94904473723 5182 470 494.802689 5.27716784993 4.7183 404 452.555678 12.0187322247 4.04184 312 387.666007 24.2519253228 3.12185 240 314.967513 31.2364636078 2.4186 190 250.712396 31.9538924213 1.9
187 180 211.345472 17.4141509718 1.8188 236 202.712240 14.1049829276 2.36189 276 247.658794 10.2685530489 2.76190 344 279.972794 18.6125598936 3.44191 408 347.075318 14.9325201939 4.08192 452 390.229404 13.6660611003 4.52193 442 430.143230 2.68252715395 4.42194 415 419.061171 0.97859548585 4.15195 368 395.069243 7.3557726342 3.68196 320 366.170510 14.428284459 3.2197 246 323.271446 31.41115691 2.46198 230 255.326996 11.0117373726 2.3199 242 243.090983 0.45081923884 2.42200 280 252.244934 9.9125235497 2.8201 350 283.557161 18.9836682725 3.5202 405 352.398830 12.9879432119 4.05203 465 388.294796 16.4957427862 4.65204 500 446.052045 10.7895910347 5205 510 494.802689 2.97986492262 5.1206 460 509.745224 10.8141790622 4.6207 405 439.751348 8.5805796356 4.05208 290 388.294796 33.8947572567 2.9209 240 292.882954 22.0345641829 2.4210 207 250.712396 21.1170993239 2.07211 192 225.283534 17.3351741475 1.92212 210 213.031498 1.44357043082 2.1213 300 227.659810 24.1133966671 3214 370 302.700934 18.1889368507 3.7215 410 367.501111 10.3655826981 4.1216 424 391.563010 7.65023348836 4.24217 418 402.080243 3.8085541941 4.18218 400 397.301620 0.67459499005 4219 320 385.220423 20.3813821342 3.2220 244 323.271446 32.4882975404 2.44221 228 253.782764 11.3082298299 2.28222 190 241.567595 27.1408392334 1.9223 200 211.345472 5.6727358746 2224 250 219.648091 12.1407634391 2.5225 336 258.439116 23.0835963246 3.36226 410 339.496474 17.1959819399 4.1227 456 391.563010 14.1309188576 4.56228 488 434.870601 10.8871719183 4.88229 510 477.352024 6.40156391988 5.1230 480 509.745224 6.19692160128 4.8231 428 466.093195 8.90027928172 4.28232 330 405.508797 22.8814537859 3.3233 280 333.532169 19.1186316143 2.8234 254 283.557161 11.6366775773 2.54
235 234 261.590139 11.7906575963 2.34236 222 246.135565 10.8718759839 2.22237 246 236.981453 3.66607588961 2.46238 290 255.326996 11.9562082907 2.9239 355 292.882954 17.4977594256 3.55240 390 356.562422 8.57373803148 3.9241 396 379.430671 4.18417403769 3.96242 380 382.864632 0.75385051932 3.8243 345 373.693259 8.31688653047 3.45244 290 347.985892 19.9951352164 2.9245 250 292.882954 17.1531816156 2.5246 214 258.439116 20.7659422193 2.14247 202 230.796473 14.2556796427 2.02248 216 221.272029 2.44075408851 2.16249 260 232.352674 10.6335869169 2.6250 330 266.408366 19.2701920169 3.3251 380 333.532169 12.2283767053 3.8252 435 373.693259 14.0935037862 4.35253 474 411.985837 13.0831566788 4.74254 486 457.891318 5.78367945279 4.86255 474 474.505892 0.10672820624 4.74256 435 457.891318 5.26237192171 4.35257 350 411.985837 17.7102392407 3.5258 306 352.398830 15.1630163372 3.06259 273 308.785169 13.1081204838 2.73260 254 277.338221 9.18827581663 2.54261 240 261.590139 8.99589115642 2.4262 250 250.712396 0.28495824018 2.5263 290 258.439116 10.8830633278 2.9264 336 292.882954 12.8324541551 3.36265 366 339.496474 7.24140053374 3.66266 374 364.803193 2.45903920502 3.74267 362 370.061443 2.22691787514 3.62268 338 361.951327 7.08619134768 3.38269 300 341.436253 13.8120844733 3270 274 302.700934 10.4747933038 2.74271 250 278.211388 11.2845551246 2.5272 240 258.439116 7.68296514555 2.4273 250 250.712396 0.28495824018 2.5274 270 258.439116 4.28180875951 2.7275 310 274.748134 11.3715697099 3.1276 348 312.898825 10.0865446126 3.48277 384 350.662466 8.68164958541 3.84278 420 376.015728 10.4724456202 4.2279 450 398.846987 11.367336151 4.5280 430 427.840261 0.50226492483 4.3281 395 407.297388 3.11326287831 3.95282 360 382.286124 6.1905901264 3.6
283 326 360.464186 10.5718362352 3.26284 296 329.462189 11.3047936114 2.96285 278 298.719778 7.45315737856 2.78286 274 281.754619 2.83015303107 2.74287 278 278.211388 0.07603878113 2.78288 294 281.754619 4.16509547444 2.94289 314 296.755289 5.49194620904 3.14290 328 317.041383 3.34104165067 3.28291 334 331.504723 0.7470889118 3.34292 334 337.530767 1.0571158026 3.34293 316 337.530767 6.81353379136 3.16294 305 319.118231 4.62892822631 3.05295 290 307.763073 6.12519754543 2.9296 280 292.882954 4.60105501391 2.8297 272 283.557161 4.24895626707 2.72298 268 276.470000 3.16044782845 2.68299 268 273.045202 1.88253819927 2.68300 286 286.000000 0 2.86301 316 289.090366 8.51570700707 3.16302 360 319.118231 11.3560469194 3.6303 396 360.464186 8.97369037205 3.96304 418 382.864632 8.40559043698 4.18305 422 397.301620 5.85269667303 4.22306 412 400.439536 2.80593791677 4.12307 382 392.934820 2.86251841869 3.82308 356 374.861826 5.29826578341 3.56309 328 357.363892 8.95240624759 3.28310 294 331.504723 12.7567085152 2.94311 276 296.755289 7.52003221146 2.76312 264 279.972794 6.05030074469 2.64313 258 269.693393 4.53232299494 2.58314 266 264.788686 0.45538136553 2.66315 295 271.360537 8.01337736204 2.95316 320 297.735256 6.95773240609 3.2317 338 323.271446 4.35756035542 3.38318 348 341.436253 1.88613407478 3.48319 344 350.662466 1.93676325349 3.44320 330 347.075318 5.17433866942 3.3321 312 333.532169 6.90133606411 3.12322 286 314.967513 10.1285009296 2.86323 262 289.090366 10.3398342968 2.62324 248 268.042961 8.08183891348 2.48325 238 256.878743 7.93224501434 2.38326 248 249.184046 0.47743778768 2.48327 280 256.878743 8.25759173781 2.8328 330 283.557161 14.0735875617 3.3329 380 333.532169 12.2283767053 3.8330 402 373.693259 7.04147797759 4.02
331 420 386.430157 7.99281965563 4.2332 428 398.846987 6.81145156067 4.28333 414 405.508797 2.0510150982 4.14334 392 394.347190 0.59877291103 3.92335 368 380.567534 3.41509069318 3.68336 325 366.170510 12.6678493135 3.25337 274 328.436126 19.8671991628 2.74338 250 278.211388 11.2845551246 2.5339 232 258.439116 11.3961708402 2.32340 250 244.613305 2.15467815859 2.5341 265 258.439116 2.4758051512 2.65342 310 270.524824 12.7339277405 3.1343 340 312.898825 7.97093389765 3.4344 370 343.347569 7.20335981626 3.7345 360 367.501111 2.08364192715 3.6346 336 360.464186 7.2810077758 3.36347 304 339.496474 11.6764717258 3.04348 270 306.743940 13.6088666371 2.7349 240 274.748134 14.4783891247 2.4350 226 250.712396 10.9346883188 2.26351 250 240.042166 3.98313353669 2.5352 315 258.439116 17.9558360796 3.15353 354 318.079578 10.1470119273 3.54354 390 355.750434 8.78193997085 3.9355 420 379.430671 9.65936409268 4.2356 452 398.846987 11.7595160796 4.52357 462 430.143230 6.89540476634 4.62358 445 442.245975 0.61888201015 4.45359 390 422.269712 8.27428514168 3.9
327.288888888889 327.363419558709 11.8682382333 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746717315958 0.074468345679 0.0748756729946 0
3.02700933652383 0.2004786076563 0.660788345679 0.060823821108 0.32149958770522.55326995956884 0.7008343611751 0.9465127901235 0.5189246325342 0.064145672422.43090982557998 0.7356047389751 0.7619350123457 0.7101843638039 0.00095541731742.50712395600453 0.5924272473929 0.5973572345679 0.5875379473849 5.0750749154E-052.5843911634931 0.367289953547 0.2839705679012 0.4750559572901 0.0242141099992.7821138781153 0.1341304333012 0.074468345679 0.2415922224876 0.04747436211
3.02700933652383 -0.0313487598632 0.0161572345679 0.060823821108 0.13912203504043.43347568679843 0.0522859277918 0.1070016790123 0.0255493023127 0.02773034688733.60464186126672 0.1215165919339 0.1347705679012 0.1095660747387 0.00125019797473.63397294695663 0.0674233841451 0.0350105679012 0.1298440157386 0.03026658627283.48887422717463 -0.0587366130643 0.074468345679 0.0463282711978 0.23899800999563.02700933652383 0.1659511273875 0.4527794567901 0.060823821108 0.18233697347852.66408366344176 0.5198788760831 0.7274194567901 0.3715518512387 0.05957683475922.52244934060835 0.7308193989104 0.9465127901235 0.5642786863494 0.04948370913712.43090982557998 0.7524592263752 0.7972505679012 0.7101843638039 0.00259181034062.4918404571344 0.4478809461625 0.3282016790123 0.6112014494838 0.043330395286
2.74748133899384 -0.0931875170455 0.031368345679 0.2768368285012 0.49353246906193.47985892127595 0.1499482894342 0.5286905679012 0.0425286374854 0.27054674177623.85220422829536 0.6752555137297 1.362148345679 0.334743282748 0.34550386923394.21188783700728 1.3014620510544 1.9240772345679 0.8803198956382 0.2008045106224.47337182934062 1.4962061334722 1.5552861234568 1.4393703898445 0.0021741862994.30143229979528 0.9528830423903 0.8595350123457 1.0563689430139 0.01028851144183.98846987320339 0.3053142605286 0.1824239012346 0.5109900459931 0.0832148677463.67501110937723 -0.0292559172718 0.0053127901235 0.1611034269237 0.22563555403183.23271445998689 0.0152585147416 0.1390461234568 0.0016744247616 0.11069891188442.92882954038958 0.2664956868393 0.5973572345679 0.1188902502459 0.18389477471072.5843911634931 0.6705568876683 0.9465127901235 0.4750559572901 0.080878333873
2.43090982557998 0.9715675625771 1.3291527901235 0.7101843638039 0.09666491964222.29232409406265 0.8958270882361 0.8333661234568 0.9629695153539 0.00458002824442.47658793585065 0.5682054224966 0.5082105679012 0.6352827401599 0.00695757244572.63182946658632 -0.0815805122197 0.0161572345679 0.4119133101678 0.59008596840513.43347568679843 0.1322066733975 0.6841127901235 0.0255493023127 0.44425466008883.91563010009345 0.5181620278149 0.651428345679 0.4121587414029 0.02701746399533.90229403826506 0.3062271944778 0.2372772345679 0.3952131977959 0.02024759332583.71296666564595 0.0119107914105 0.0007350123457 0.193013019248 0.17054146693473.33532168520029 -0.0291713284215 0.2236239012346 0.0038053463748 0.28656930664572.83557161046421 0.3385737046794 0.5973572345679 0.1918988284845 0.11260830574952.5843911634931 0.7808357728034 1.2834372345679 0.4750559572901 0.1974835061908
2.30796472878298 1.2485033239703 1.6715616790123 0.9325175191177 0.10756086332572.18012440181858 1.0638635282486 0.9465127901235 1.1957636690677 0.01437015903942.43090982557998 0.3985149909723 0.2236239012346 0.7101843638039 0.13622755685342.83557161046421 -0.2747139144926 0.393268345679 0.1918988284845 1.1330077964498
3.79430670810757 0.586855774112 1.2703794567901 0.2710998652944 0.36686436384354.16980017773129 1.1893118323034 1.7612239012346 0.8031134675525 0.185071887084.39751347524185 1.3566471660188 1.4571172345679 1.2631046352373 0.00680402676674.25579418150029 0.9105714358289 0.8595350123457 0.964638237929 0.00311299068933.98846987320339 0.2624241198716 0.1347705679012 0.5109900459931 0.12143125253043.63397294695663 -0.0334714662383 0.008628345679 0.1298440157386 0.20609143656853.21195730162009 0.0291663178582 0.2236239012346 0.0038040392494 0.16970881835812.83557161046421 0.3823799631917 0.7619350123457 0.1918988284845 0.18972262784242.50712395600453 0.8453756264552 1.2163639012346 0.5875379473849 0.11365256171212.33128047968965 1.199511574369 1.6202461234568 0.8880305258657 0.10974675622342.19648091402312 1.0479504592638 0.9465127901235 1.160259191984 0.01071620116152.43090982557998 0.6513323019744 0.5973572345679 0.7101843638039 0.00477345220142.5843911634931 0.2570110684119 0.1390461234568 0.4750559572901 0.0996089376812
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2.74748133899384 0.0909659827621 0.0298905679012 0.2768368285012 0.12426940635763.12898824747984 -0.0299577830302 0.0428950123457 0.0209224503038 0.12320925040733.50662465592007 0.1321314788377 0.3216150123457 0.0542845546062 0.11113912004043.76015728395319 0.4510609610363 0.8595350123457 0.2367047155133 0.19346161485943.98846987320339 0.8771828026216 1.5058016790123 0.5109900459931 0.26166307062064.27840260823217 1.0320088007212 1.0549572345679 1.0095595630493 0.00046644733124.07297388369329 0.5412417843688 0.4584794567901 0.6389439369817 0.01512257607063.82286124455033 0.1796582702386 0.1070016790123 0.3016503513129 0.0496671343225
3.60464186126672 -0.0042663210243 0.0001661234568 0.1095660747387 0.11877801253743.29462189089747 -0.006566816666 0.0978994567901 0.0004404833544 0.11197180986782.98719777512399 0.1411813290194 0.2429394567901 0.0820458229677 0.04293091801632.81754619305145 0.2430442289068 0.2839705679012 0.208016266057 0.00601341205682.7821138781153 0.242264903145 0.2429394567901 0.2415922224876 4.4684806863E-06
2.81754619305145 0.1518266283996 0.1108150123457 0.208016266057 0.01499493483622.96755288903628 0.0406748047372 0.0176594567901 0.0936857662199 0.02973800607973.17041383385798 -0.0007340114612 5.0567901235E-05 0.0106544430755 0.01200912780973.31504723034591 0.0027792747771 0.0045039012346 0.0017150394479 0.00062264071343.37530766780691 0.0068234196912 0.0045039012346 0.0103374949532 0.0012466314063.37530766780691 -0.0114778053084 0.0127439012346 0.0103374949532 0.04635739181653.19118231090234 0.0183776089642 0.0496794567901 0.0067983132881 0.01993244491173.07763072881744 0.0730875149421 0.1390461234568 0.0384173589857 0.03155267582022.92882954038958 0.1630542902801 0.2236239012346 0.1188902502459 0.0165970504772.83557161046421 0.2421999359524 0.3056861234568 0.1918988284845 0.01335679714532.76470000180236 0.3017414286706 0.3515172345679 0.2590140136033 0.00717409030532.73045202374057 0.3220466743303 0.3515172345679 0.2950468718119 0.0025454066995
2.86 0.1707849634224 0.1704772345679 0.171093247759 02.89090365857645 0.043206025067 0.0127439012346 0.1464826639605 0.07241284096753.19118231090234 -0.0269709276124 0.1070016790123 0.0067983132881 0.16713190291923.60464186126672 0.2274390449514 0.4721216790123 0.1095660747387 0.1262794067643.82864631973407 0.5034576646151 0.8228505679012 0.3080384579501 0.12344940863643.97301620039807 0.6623924676676 0.8970194567901 0.4891351886534 0.06100099726584.00439535782899 0.6190359001036 0.7175972345679 0.5340118762411 0.01336443329153.92934820359411 0.3587484194918 0.2993305679012 0.4299608602966 0.01195702962933.74861826188954 0.1363732030362 0.0824327901235 0.2256098632412 0.03557684871823.57363892492106 0.0021333669642 5.0567901235E-05 0.0900028376227 0.08622381822883.31504723034591 -0.0137859391264 0.1108150123457 0.0017150394479 0.14066042499012.96755288903628 0.1569857012265 0.2630550123457 0.0936857662199 0.04307820174732.79972793965969 0.2999300037514 0.400548345679 0.2245871394071 0.02551301470792.69693393326938 0.3995892039793 0.4800950123457 0.3325831925573 0.01367354474982.64788685567689 0.3835135918827 0.3756327901235 0.3915597334047 0.00014672826542.71360536781988 0.1808270859435 0.1042572345679 0.3136322879303 0.05588242212362.97735256300496 0.0215956389971 0.0053127901235 0.0877828058055 0.04957188120053.23271445998689 -0.0043829583465 0.0114727901235 0.0016744247616 0.0216930302973.41436253419767 0.0291464025745 0.0428950123457 0.0198044652881 0.0043082769173.50662465592007 0.0389352947045 0.0279261234568 0.0542845546062 0.00443884477653.47075317609072 0.0053441145825 0.0007350123457 0.0388558924748 0.02915664714513.33532168520029 -0.0094313317453 0.0233750123457 0.0038053463748 0.04636342811753.14967512658657 0.0511813222673 0.1704772345679 0.0153658507875 0.08391167896292.89090365857645 0.2498805150527 0.4262639012346 0.1464826639605 0.07338879223012.6804296050544 0.4703453286713 0.6286727901235 0.3518916862291 0.0401720265823
2.56878743134129 0.6293498441644 0.7972505679012 0.4968089610678 0.03564069423242.4918404571344 0.619875568622 0.6286727901235 0.6112014494838 0.0001401964252
2.56878743134129 0.3333142031811 0.2236239012346 0.4968089610678 0.05345925190582.83557161046421 -0.0118763634189 0.0007350123457 0.1918988284845 0.21569372900683.33532168520029 0.0325161611917 0.2778461234568 0.0038053463748 0.21592593624513.73693258530105 0.3461353747152 0.5581750123457 0.2146453979115 0.0801271612643
3.8643015744635 0.5476142899272 0.8595350123457 0.3488879524687 0.11269343290773.98846987320339 0.719918953546 1.0142727901235 0.5109900459931 0.084989814834.0550879749347 0.6776072548921 0.7518816790123 0.6106700092567 0.0072100520007
3.94347189811256 0.4334594199454 0.4187527901235 0.4486825477246 0.0005509300013.80567533750894 0.2165998604446 0.1657394567901 0.2830677766975 0.0157942904583.66170510268911 -0.0088825118737 0.0005239012346 0.150599028939 0.16950109158033.2843612570603 -0.0057163318695 0.2839705679012 0.0001150698478 0.29632917818832.7821138781153 0.3798905920371 0.5973572345679 0.2415922224876 0.07958824022532.5843911634931 0.6567720270265 0.9079972345679 0.4750559572901 0.06990268733322.4461330460352 0.6395664440314 0.5973572345679 0.6847581525097 0.00290164872942.5843911634931 0.4293218264354 0.3879905679012 0.4750559572901 0.0043045194278
2.70524824004472 0.0982676163138 0.0298905679012 0.3230625944578 0.15582895198783.12898824747984 -0.0183861071816 0.0161572345679 0.0209224503038 0.0734473700043.43347568679843 0.0682700769129 0.1824239012346 0.0255493023127 0.07103520952763.67501110937723 0.1312948482442 0.1070016790123 0.1611034269237 0.005626666533.60464186126672 0.0288344455436 0.007588345679 0.1095660747387 0.0598496402843.39496474046516 -0.0282565357849 0.0542372345679 0.0147211011204 0.12599996697353.06743939920039 0.1181267077966 0.3282016790123 0.042516294057 0.13501171208472.74748133899384 0.4592729823774 0.7619350123457 0.2768368285012 0.1207432809492.50712395600453 0.7763897048927 1.0259439012346 0.5875379473849 0.06107024963132.4004216615827 0.6748962651705 0.5973572345679 0.7625001295424 0.0099158454822.5843911634931 0.0847003103884 0.0151016790123 0.4750559572901 0.3199133559347
3.18079577777248 -0.0247981729363 0.071348345679 0.0086189718223 0.12902767326613.55750434113689 0.178018122387 0.393268345679 0.0805822595345 0.11730327634013.79430670810757 0.4827212716079 0.8595350123457 0.2710998652944 0.16458704708653.98846987320339 0.8914795161739 1.5552861234568 0.5109900459931 0.28252427569244.30143229979528 1.3845582461578 1.814708345679 1.0563689430139 0.10148537961374.42245975054854 1.3522953254735 1.3855905679012 1.3198001557325 0.00075846533984.22269712052543 0.5951679053724 0.393268345679 0.9007204354925 0.10413343159543.27363419558709 226.70301988617 297.63219555556 227.16816681251 71.394522569279
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718536993351 RMSE --> 0.4453292245609
512 0 512.768964 0512 400 512.7689635 400
164 0 188.170614 0164 400 188.1706136 400
SKEMA 1A ; ROI 0,504 ; EPOCH 100
No.Skema 1a
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.550628 22.9880602955 2.462 230 255.344142 11.0191922925 2.33 240 243.188049 1.32835389024 2.44 250 250.763791 0.30551641497 2.55 274 258.431907 5.68178564291 2.746 300 278.072700 7.30909985144 37 340 302.550628 11.0145210803 3.48 360 343.476018 4.58999495602 3.69 364 360.661746 0.9171026508 3.64
10 346 363.586515 5.08280768934 3.4611 300 349.053047 16.3510157168 312 260 302.550628 16.3656262796 2.613 242 266.339902 10.0578108734 2.4214 230 252.285328 9.68927310251 2.315 238 243.188049 2.17985266242 2.3816 270 249.245921 7.68669608083 2.717 345 274.626343 20.3981614255 3.4518 400 348.146094 12.9634764458 419 444 385.103854 13.2648977069 4.4420 466 421.066282 9.64242880884 4.6621 452 447.368136 1.02474856943 4.5222 420 430.075511 2.39893124677 4.223 370 398.637333 7.73981959703 3.724 320 367.662841 14.8946379638 3.225 290 323.238403 11.4615183456 2.926 250 292.714514 17.0858054539 2.527 230 258.431907 12.3616988428 2.328 212 243.188049 14.7113440267 2.1229 236 229.352086 2.81691276261 2.3630 256 247.730549 3.23025445978 2.5631 340 263.138618 22.6062888625 3.432 410 343.476018 16.2253614248 4.133 408 391.379013 4.07377120407 4.0834 376 390.055748 3.73823092797 3.7635 330 371.414924 12.5499770465 3.336 280 333.581881 19.1363859347 2.837 250 283.399581 13.3598323426 2.538 214 258.431907 20.7625735226 2.1439 198 230.918320 16.6254143343 1.9840 230 218.079554 5.18280274556 2.341 280 243.188049 13.1471252369 2.842 390 283.399581 27.3334408061 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.410919 13.7702457149 4.444 460 416.832842 9.38416485318 4.645 448 439.740769 1.84357835772 4.4846 420 425.483666 1.30563468626 4.247 364 398.637333 9.51575068929 3.6448 318 363.586515 14.3353819513 3.1849 280 321.147188 14.6954243987 2.850 240 283.399581 18.0831586902 2.451 217 250.763791 15.5593507085 2.1752 200 233.250793 16.6253962599 253 230 219.726827 4.46659705665 2.354 250 243.188049 2.72478026537 2.555 290 258.431907 10.8855491936 2.956 360 292.714514 18.6904128793 3.657 380 360.661746 5.08901411814 3.858 388 373.775597 3.66608337237 3.8859 354 378.297084 6.8635830714 3.5460 300 355.945330 18.6484432543 361 250 302.550628 21.0202513308 2.562 180 258.431907 43.5732818547 1.863 182 202.612902 11.3257705943 1.8264 227 204.391036 9.95989581626 2.2765 290 240.912061 16.9268755989 2.966 335 292.714514 12.6225332434 3.3567 438 338.607476 22.692357149 4.3868 452 414.787724 8.23280436068 4.5269 442 430.075511 2.69784813655 4.4270 424 418.926021 1.19669317904 4.2471 396 401.872246 1.4828903218 3.9672 364 382.784407 5.16055150865 3.6473 300 363.586515 21.1955048684 374 258 302.550628 17.2676853981 2.5875 210 264.732171 26.0629385929 2.176 196 227.776022 16.2122560956 1.9677 220 216.418787 1.62782403644 2.278 246 235.565305 4.24174598239 2.4679 350 255.344142 27.0445307792 3.580 450 352.582438 21.6483471064 4.581 464 427.758411 7.81068720318 4.6482 464 444.792379 4.13957349343 4.6483 400 444.792379 11.1980947476 484 270 385.103854 42.6310571043 2.785 224 274.626343 22.6010460187 2.2486 202 238.628235 18.1327897359 2.0287 186 221.360999 19.0112895669 1.8688 178 207.901654 16.7986819033 1.7889 200 200.819451 0.40972536342 290 250 219.726827 12.1092692921 2.5
91 320 258.431907 19.2400289567 3.292 368 323.238403 12.1634773907 3.6893 396 366.343326 7.48905910801 3.9694 440 382.784407 13.0035437519 4.495 450 416.832842 7.3704796277 4.596 400 427.758411 6.93960284431 497 315 385.103854 22.2551918037 3.1598 270 318.008983 17.7811049953 2.799 235 274.626343 16.8622736519 2.35
100 208 246.973440 18.7372305291 2.08101 222 226.189471 1.88714905537 2.22102 250 237.099703 5.16011860138 2.5103 336 258.431907 23.0857418636 3.36104 460 339.595138 26.1749700995 4.6105 478 439.740769 8.00402323066 4.78106 490 463.438965 5.42061937967 4.9107 470 480.378089 2.20810404833 4.7108 420 452.612843 7.76496272272 4.2109 330 398.637333 20.7991916694 3.3110 265 333.581881 25.8799549499 2.65111 206 270.428067 31.2757607428 2.06112 184 224.591821 22.0607720268 1.84113 174 206.153921 18.4792648632 1.74114 200 197.186463 1.40676856899 2115 345 219.726827 36.3110647044 3.45116 410 348.146094 15.0863184837 4.1117 450 391.379013 13.0268858917 4.5118 474 427.758411 9.75560941408 4.74119 480 457.973123 4.58893265093 4.8120 425 466.208489 9.69611496878 4.25121 370 402.712298 8.84116153445 3.7122 300 367.662841 22.5542804948 3123 240 302.550628 26.0627618029 2.4124 204 250.763791 22.9234269791 2.04125 190 222.982504 17.3592125425 1.9126 230 211.352218 8.10773125637 2.3127 350 243.188049 30.5177001896 3.5128 466 352.582438 24.3385326135 4.66129 494 447.368136 9.43964848863 4.94130 510 486.177425 4.67109310599 5.1131 508 509.955360 0.38491339984 5.08132 480 506.939966 5.61249300113 4.8133 407 466.208489 14.5475402008 4.07134 330 389.408257 18.0025022496 3.3135 270 333.581881 23.5488446731 2.7136 210 274.626343 30.7744490866 2.1137 180 227.776022 26.5422344152 1.8138 170 202.612902 19.1840602833 1.7
139 210 193.492071 7.86091847589 2.1140 335 227.776022 32.0071576276 3.35141 420 338.607476 19.3791724554 4.2142 444 398.637333 10.2168170025 4.44143 458 421.066282 8.06413062209 4.58144 466 437.267648 6.16574073544 4.66145 420 447.368136 6.51622296814 4.2146 340 398.637333 17.2462742674 3.4147 270 343.476018 27.2133400586 2.7148 215 274.626343 27.7331828288 2.15149 180 231.697970 28.7210942017 1.8150 183 202.612902 10.7174330501 1.83151 230 205.274379 10.7502697948 2.3152 370 243.188049 34.2735001793 3.7153 470 367.662841 21.773863514 4.7154 496 452.612843 8.7474105977 4.96155 512 489.101597 4.47234438827 5.12156 500 512.981169 2.59623377427 5157 450 494.994824 9.99884981159 4.5158 380 427.758411 12.568002994 3.8159 290 373.775597 28.8881367294 2.9160 220 292.714514 33.0520516521 2.2161 174 235.565305 35.3823591283 1.74162 164 197.186463 20.2356480866 1.64163 194 187.836277 3.17717675444 1.94164 225 214.744176 4.55814389087 2.25165 266 239.390588 10.0035384727 2.66166 350 271.258474 22.4975789815 3.5167 426 352.582438 17.2341694786 4.26168 460 403.565018 12.2684742399 4.6169 456 439.740769 3.56562084267 4.56170 390 434.831484 11.4952522691 3.9171 248 379.410919 52.9882737316 2.48172 208 256.883808 23.5018308073 2.08173 194 226.189471 16.5925107747 1.94174 184 214.744176 16.7087914378 1.84175 234 206.153921 11.9000338197 2.34176 288 246.216526 14.5081507785 2.88177 380 290.807933 23.4715965326 3.8178 445 373.775597 16.0054839292 4.45179 474 422.153735 10.9380306029 4.74180 510 510.000000 0 5.1181 500 509.955360 1.99107201424 5182 470 494.994824 5.31804769195 4.7183 404 452.612843 12.0328820385 4.04184 312 387.517939 24.2044675172 3.12185 240 314.876584 31.1985767181 2.4186 190 250.763791 31.9809426513 1.9
187 180 211.352218 17.4178989502 1.8188 236 202.612902 14.1470752197 2.36189 276 247.730549 10.2425548612 2.76190 344 279.826889 18.6549742445 3.44191 408 347.229762 14.894666067 4.08192 452 390.055748 13.704480467 4.52193 442 430.075511 2.69784813655 4.42194 415 418.926021 0.94602913756 4.15195 368 394.866960 7.3008043751 3.68196 320 366.343326 14.4822893538 3.2197 246 323.238403 31.397724879 2.46198 230 255.344142 11.0191922925 2.3199 242 243.188049 0.49092947792 2.42200 280 252.285328 9.89809709437 2.8201 350 283.399581 19.0286911839 3.5202 405 352.582438 12.942607896 4.05203 465 388.139743 16.5290875958 4.65204 500 446.076236 10.7847527756 5205 510 494.994824 2.94219134271 5.1206 460 509.955360 10.859860885 4.6207 405 439.740769 8.57796764381 4.05208 290 388.139743 33.8412905792 2.9209 240 292.714514 21.9643806811 2.4210 207 250.763791 21.1419280374 2.07211 192 225.392070 17.3917029298 1.92212 210 213.055410 1.45495736091 2.1213 300 227.776022 24.0746593509 3214 370 302.550628 18.2295599116 3.7215 410 367.662841 10.3261362233 4.1216 424 391.379013 7.69362889448 4.24217 418 401.872246 3.85831443198 4.18218 400 397.093620 0.72659494823 4219 320 385.103854 20.3449544317 3.2220 244 323.238403 32.4747554108 2.44221 228 253.811714 11.3209274055 2.28222 190 241.671427 27.1954878377 1.9223 200 211.352218 5.67610905517 2224 250 219.726827 12.1092692921 2.5225 336 258.431907 23.0857418636 3.36226 410 339.595138 17.1719176726 4.1227 456 391.379013 14.1712689721 4.56228 488 434.831484 10.8951877358 4.88229 510 477.504685 6.37163038084 5.1230 480 509.955360 6.24070001483 4.8231 428 466.208489 8.92721696666 4.28232 330 405.308622 22.8207945864 3.3233 280 333.581881 19.1363859347 2.8234 254 283.399581 11.5746381324 2.54
235 234 261.558147 11.7769858034 2.34236 222 246.216526 10.908344936 2.22237 246 237.099703 3.61800670872 2.46238 290 255.344142 11.950295768 2.9239 355 292.714514 17.5452074268 3.55240 390 356.758990 8.52333577829 3.9241 396 379.410919 4.18916190548 3.96242 380 382.784407 0.73273881355 3.8243 345 373.775597 8.34075261311 3.45244 290 348.146094 20.0503773161 2.9245 250 292.714514 17.0858054539 2.5246 214 258.431907 20.7625735226 2.14247 202 230.918320 14.3160001891 2.02248 216 221.360999 2.4819437937 2.16249 260 232.475429 10.5863736079 2.6250 330 266.339902 19.2909386929 3.3251 380 333.581881 12.2152945744 3.8252 435 373.775597 14.0745755137 4.35253 474 411.812030 13.1198248111 4.74254 486 457.973123 5.76684706265 4.86255 474 474.650028 0.13713662642 4.74256 435 457.973123 5.28117776449 4.35257 350 411.812030 17.660580113 3.5258 306 352.582438 15.2230189611 3.06259 273 308.659776 13.0621890621 2.73260 254 277.203462 9.13522117312 2.54261 240 261.558147 8.98256115828 2.4262 250 250.763791 0.30551641497 2.5263 290 258.431907 10.8855491936 2.9264 336 292.714514 12.8825852278 3.36265 366 339.595138 7.2144432944 3.66266 374 364.985198 2.41037493515 3.74267 362 370.195753 2.26402022162 3.62268 338 362.145739 7.14370989735 3.38269 300 341.550203 13.8500675833 3270 274 302.550628 10.4199373456 2.74271 250 278.072700 11.2290801783 2.5272 240 258.431907 7.67996139101 2.4273 250 250.763791 0.30551641497 2.5274 270 258.431907 4.28447876355 2.7275 310 274.626343 11.4108570703 3.1276 348 312.795432 10.1162551627 3.48277 384 350.837857 8.63597464752 3.84278 420 376.058430 10.4622785932 4.2279 450 398.637333 11.4139261091 4.5280 430 427.758411 0.52129967971 4.3281 395 407.103224 3.06410736286 3.95282 360 382.215586 6.1709960569 3.6
283 326 360.661746 10.632437531 3.26284 296 329.478255 11.3102213326 2.96285 278 298.558646 7.39519652897 2.78286 274 281.602398 2.77459774706 2.74287 278 278.072700 0.02615123945 2.78288 294 281.602398 4.21687148743 2.94289 314 296.590530 5.54441727782 3.14290 328 316.963806 3.36469342337 3.28291 334 331.537613 0.73724166041 3.34292 334 337.613522 1.08189272331 3.34293 316 337.613522 6.83972205565 3.16294 305 319.054812 4.60813496093 3.05295 290 307.632832 6.08028673317 2.9296 280 292.714514 4.54089772668 2.8297 272 283.399581 4.19102237367 2.72298 268 276.339373 3.11170615984 2.68299 268 272.932957 1.84065562367 2.68300 286 286.000000 0 2.86301 316 288.922932 8.56869254223 3.16302 360 319.054812 11.3736634359 3.6303 396 360.661746 8.92380142649 3.96304 418 382.784407 8.42478289677 4.18305 422 397.093620 5.90198573292 4.22306 412 400.229901 2.85682004785 4.12307 382 392.742198 2.81209361541 3.82308 356 374.924701 5.31592724333 3.56309 328 357.561653 9.01269909933 3.28310 294 331.537613 12.7678955286 2.94311 276 296.590530 7.46033686509 2.76312 264 279.826889 5.99503356014 2.64313 258 269.602073 4.49692770399 2.58314 266 264.732171 0.47662742667 2.66315 295 271.258474 8.04797506275 2.95316 320 297.572162 7.00869943665 3.2317 338 323.238403 4.3673363307 3.38318 348 341.550203 1.85339001436 3.48319 344 350.837857 1.98774923068 3.44320 330 347.229762 5.22114013529 3.3321 312 333.581881 6.91726942861 3.12322 286 314.876584 10.0967077355 2.86323 262 288.922932 10.2759280788 2.62324 248 267.962867 8.04954323044 2.48325 238 256.883808 7.93437314249 2.38326 248 249.245921 0.50238733135 2.48327 280 256.883808 8.25578282888 2.8328 330 283.399581 14.1213391344 3.3329 380 333.581881 12.2152945744 3.8330 402 373.775597 7.02099589174 4.02
331 420 386.297158 8.02448609285 4.2332 428 398.637333 6.86043632967 4.28333 414 405.308622 2.099366634 4.14334 392 394.147687 0.54787943815 3.92335 368 380.527102 3.40410387312 3.68336 325 366.343326 12.7210233638 3.25337 274 328.443824 19.8700086435 2.74338 250 278.072700 11.2290801783 2.5339 232 258.431907 11.3930635079 2.32340 250 244.702726 2.11890966326 2.5341 265 258.431907 2.47852553267 2.65342 310 270.428067 12.7651396354 3.1343 340 312.795432 8.00134351948 3.4344 370 343.476018 7.168643741 3.7345 360 367.662841 2.12856707897 3.6346 336 360.661746 7.33980546163 3.36347 304 339.595138 11.7089268232 3.04348 270 306.609122 13.5589342528 2.7349 240 274.626343 14.4276429508 2.4350 226 250.763791 10.9574296626 2.26351 250 240.151822 3.93927107123 2.5352 315 258.431907 17.9581246545 3.15353 354 318.008983 10.1669538171 3.54354 390 355.945330 8.73196672743 3.9355 420 379.410919 9.66406693945 4.2356 452 398.637333 11.8058998874 4.52357 462 430.075511 6.91006250293 4.62358 445 442.249470 0.61809668883 4.45359 390 422.153735 8.24454742103 3.9
327.288888888889 327.35540629787 11.8683536841 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746498642973 0.074468345679 0.0748318253722 0
3.02550628327022 0.2016352840386 0.660788345679 0.0615277010183 0.31979735641812.55344142272838 0.700589586448 0.9465127901235 0.5185622146483 0.06423255475462.43188049336567 0.7346875069867 0.7619350123457 0.7084143977851 0.00101636585722.50763791037435 0.5919680841684 0.5973572345679 0.5866275528202 5.8337674887E-052.58431907338418 0.3672856677884 0.2839705679012 0.4750448708814 0.0242365509122.78072700445676 0.1344870284144 0.074468345679 0.2428785096114 0.04808064657453.02550628327022 -0.0315296288874 0.0161572345679 0.0615277010183 0.14024554387013.43476018158313 0.0527323125746 0.1070016790123 0.0259874126755 0.02730419759043.60661746351086 0.1222712750398 0.1347705679012 0.110931228774 0.00111439374243.63586514605114 0.0677924293216 0.0350105679012 0.1312693209171 0.03092854959563.49053047150285 -0.0592104510373 0.074468345679 0.047078761856 0.24062014347283.02550628327022 0.1669085948794 0.4527794567901 0.0615277010183 0.18105559710242.66339902313592 0.5203944539815 0.7274194567901 0.3722891726455 0.05924308446352.52285328135766 0.7303484493193 0.9465127901235 0.5635516635264 0.04966358501192.43188049336567 0.7515209783789 0.7972505679012 0.7084143977851 0.00269158559192.49245920581757 0.4474805648359 0.3282016790123 0.6101091758836 0.04307318124992.74626343081952 -0.0933890297402 0.031368345679 0.2780354107628 0.49524515880193.48146094216741 0.1511714019345 0.5286905679012 0.043225270414 0.26888275449793.85103854181528 0.6739885517444 1.362148345679 0.3334883232972 0.34687559922714.21066281750819 1.2998739657274 1.9240772345679 0.8781728178158 0.20190390356974.4736813646617 1.4966920926767 1.5552861234568 1.4403055402449 0.0021454159796
4.30075511236447 0.9523295062305 0.8595350123457 1.0551419958592 0.01015159266763.98637332509011 0.3044530270618 0.1824239012346 0.5081113004371 0.08200968132323.67662841484287 -0.029379641647 0.0053127901235 0.1624689331307 0.22717464583563.23238403202237 0.0153518470988 0.1390461234568 0.0016949714489 0.11047914474342.92714513634691 0.2677356104056 0.5973572345679 0.1199991444502 0.18245296750482.58431907338418 0.67054906321 0.9465127901235 0.4750448708814 0.080837335492.43188049336567 0.9703561064783 1.3291527901235 0.7084143977851 0.0972694421422.29352085880247 0.8946614228347 0.8333661234568 0.9604650812879 0.00441947621442.47730548582951 0.5676367634432 0.5082105679012 0.6340117966121 0.00683838267392.63138617867342 -0.0816266732939 0.0161572345679 0.4123795916331 0.59076720633423.43476018158313 0.1333353718768 0.6841127901235 0.0259874126755 0.44254401600733.91379013487409 0.5167416473609 0.651428345679 0.409902227756 0.02762571926523.90055748289178 0.3054203325443 0.2372772345679 0.3931332885827 0.01975640599693.71414924253584 0.011945024868 0.0007350123457 0.194124112249 0.1715195950933.33581880617262 -0.0294443052259 0.2236239012346 0.003876898245 0.28710179304832.83399580856385 0.3397296908566 0.5973572345679 0.1932114590242 0.11155320013822.58431907338418 0.7808266615451 1.2834372345679 0.4750448708814 0.1974194389732.3091832038197 1.2468243685749 1.6715616790123 0.9300111539951 0.108361581677
2.18079553685221 1.0631326283071 0.9465127901235 1.1941211964221 0.01420970403442.43188049336567 0.3980180791414 0.2236239012346 0.7084143977851 0.13551197116472.83399580856385 -0.2756518653242 0.393268345679 0.1932114590242 1.1363649361594
3.794109188543 0.5867234659694 1.2703794567901 0.2709776387513 0.3671036754084.16832841675351 1.1874649868318 1.7612239012346 0.8006211441731 0.18634035578254.39740768957435 1.3566161999261 1.4571172345679 1.2630469740122 0.0068214897414
4.254836656823 0.909757995893 0.8595350123457 0.9629155289818 0.00300705893153.98637332509011 0.2616838713351 0.1347705679012 0.5081113004371 0.1199744803343.63586514605114 -0.0336546739387 0.008628345679 0.1312693209171 0.20781303138423.21147188316494 0.0293579730319 0.2236239012346 0.0038541970504 0.16930911063532.83399580856385 0.3836855162981 0.7619350123457 0.1932114590242 0.1883523618512.50763791037435 0.8447204145279 1.2163639012346 0.5866275528202 0.1139993585222.33250792519727 1.1978471727138 1.6202461234568 0.8855678334333 0.1105615203192.19726826769712 1.0471064914984 0.9465127901235 1.1583911131249 0.0105538088222.43188049336567 0.6505201500254 0.5973572345679 0.7084143977851 0.00464026718412.58431907338418 0.2570080694532 0.1390461234568 0.4750448708814 0.0996544474292.92714513634691 -0.1133142088893 0.1070016790123 0.1199991444502 0.45273366754163.60661746351086 0.175561419125 0.2778461234568 0.110931228774 0.0373968054193.73775596515218 0.2818221326084 0.3685839012346 0.2154834059815 0.02023336544983.78297084072771 0.1360708815232 0.071348345679 0.2595054534522 0.05903482944393.55945329763015 -0.0780187244782 0.074468345679 0.0817383723743 0.31298799222923.02550628327022 0.1917133728502 0.5973572345679 0.0615277010183 0.27615685375652.58431907338418 1.0151665580072 2.1694016790123 0.4750448708814 0.61515640887422.02612902481606 1.8123699776683 2.1108861234568 1.5560692258351 0.04248917487162.04391036497089 1.2331960020243 1.0057861234568 1.5120236240503 0.05111652306762.40912060763315 0.3223376306822 0.1390461234568 0.7472451987206 0.24096257785042.92714513634691 -0.0267119772314 0.0059461234568 0.1199991444502 0.17880623571513.38607475687443 0.1245729104419 1.2256950123457 0.0126609065548 0.98788738892224.14787724289715 1.0903781523783 1.5552861234568 0.7644410229427 0.13847534635384.30075511236447 1.1783137370954 1.3158639012346 1.0551419958592 0.01421934322724.18926020920884 0.8855895885319 0.9353039012346 0.8385177462437 0.00257452636954.01872245674328 0.5120134830045 0.4721216790123 0.5552759350657 0.0034483269263.82784407491494 0.2034860221597 0.1347705679012 0.3072374173323 0.03528539648063.63586514605114 -0.0988706688918 0.074468345679 0.1312693209171 0.40432448396263.02550628327022 0.1718695504736 0.4800950123457 0.0615277010183 0.19847584843322.64732171045066 0.7345009681429 1.375668345679 0.3921669593528 0.29956105473062.27776021947374 1.3073666727616 1.7236772345679 0.9916053787624 0.100971557082.16418787119837 1.1902266608701 1.1510905679012 1.2306933474652 0.00128250856932.35565304883328 0.7461515354987 0.660788345679 0.8425422717692 0.01088828621782.55344142272838 -0.1635455818524 0.0515794567901 0.5185622146483 0.89597314020653.52582438021036 0.3095637092785 1.5058016790123 0.0636403129562 0.94901813819254.27758411377248 1.3726206383296 1.8689927901235 1.008076342897 0.13134527459014.44792378990507 1.6054939022336 1.8689927901235 1.3791442555211 0.03689327048444.44792378990507 0.8538972770007 0.5286905679012 1.3791442555211 0.20063572156293.85103854181528 -0.3308344414313 0.3282016790123 0.3334883232972 1.32488972474422.74626343081952 0.5446326351724 1.0668594567901 0.2780354107628 0.25630266138522.38628235266428 1.1116528672784 1.5697305679012 0.7872510879243 0.13416276187332.21360998594391 1.497583209286 1.9962550123457 1.1234814464411 0.12504002215932.07901653787823 1.7833117985833 2.2287172345679 1.4269198988731 0.08941088992472.00819450726836 1.6106621189131 1.6202461234568 1.6011348052275 6.7149949371E-052.19726826769712 0.8318493324421 0.5973572345679 1.1583911131249 0.0916465017431
2.58431907338418 0.0502375725749 0.0053127901235 0.4750448708814 0.37906300339853.23238403202237 -0.0167607770471 0.1657394567901 0.0016949714489 0.20036005478863.66343325932262 0.267890327799 0.4721216790123 0.1520057877418 0.0879518316763.82784407491494 0.6247464312313 1.2703794567901 0.3072374173323 0.32736240260994.16832841675351 1.0979875514543 1.5058016790123 0.8006211441731 0.11000603913324.27758411377248 0.7300414058216 0.5286905679012 1.008076342897 0.07705294021893.85103854181528 -0.0709664259548 0.0151016790123 0.3334883232972 0.49145503711053.18008983487443 0.0535446177895 0.3282016790123 0.0087355619351 0.23048624954982.74626343081952 0.4866306656349 0.8517239012346 0.2780354107628 0.15702470660492.46973439500472 0.9588675505965 1.4229839012346 0.6461260586218 0.15189289864972.26189470902926 1.0651648931139 1.1085750123457 1.0234546484334 0.00175516664462.37099703496551 0.69757629854 0.5973572345679 0.814609188816 0.01664176498772.58431907338418 -0.0600400257602 0.007588345679 0.4750448708814 0.60168089991563.39595137542479 0.1624348333174 1.7612239012346 0.014981102094 1.44973309034154.39740768957435 1.6937722879048 2.2713839012346 1.2630469740122 0.14637687599684.63438965039614 2.2142307046823 2.6474905679012 1.8518734959818 0.07054885781674.80378089027138 2.1838037077497 2.0366461234568 2.3415941429662 0.01077047318554.52612843435413 1.1612756171952 0.8595350123457 1.5689425558266 0.10635975569433.98637332509011 0.0193253222172 0.0007350123457 0.5081113004371 0.47110834139533.33581880617262 -0.038784016705 0.3879905679012 0.003876898245 0.47034743492.70428067130244 0.6904653715042 1.4710994567901 0.3240721944706 0.41509758341392.2459182052923 1.4724880023026 2.0531705679012 1.0560354560029 0.1647695893877
2.06153920861941 1.8578841034156 2.349748345679 1.4689800071876 0.10338746267961.97186462862013 1.6569060177791 1.6202461234568 1.6943953835207 0.00079159912272.19726826769712 -0.1906221730754 0.031368345679 1.1583911131249 1.56933679311863.48146094216741 0.1719620898534 0.6841127901235 0.043225270414 0.38259056606443.91379013487409 0.785640797557 1.5058016790123 0.409902227756 0.34364200597094.27758411377248 1.473023643409 2.1524150123457 1.008076342897 0.21382845183564.57973123275533 1.9946776690456 2.332068345679 1.7060987988457 0.04851832982354.66208488617325 1.3567488954637 0.9547461234568 1.9280178469613 0.16981395341244.02712297677458 0.3218576560702 0.1824239012346 0.5678661078395 0.10700944193393.67662841484287 -0.1099945120198 0.074468345679 0.1624689331307 0.45782601177283.02550628327022 0.2165181508211 0.7619350123457 0.0615277010183 0.39125811041052.50763791037435 0.9442895143664 1.5200150123457 0.5866275528202 0.21868521521932.22982503830703 1.4329239809826 1.8848239012346 1.0893702769421 0.10878455589422.11352218110346 1.1285821286333 0.9465127901235 1.345673966967 0.03477397694042.43188049336567 -0.1911534195877 0.0515794567901 0.7084143977851 1.14087928045283.52582438021036 0.3499269600356 1.9240772345679 0.0636403129562 1.28635433652524.4736813646617 2.0007455593835 2.7792594567901 1.4403055402449 0.2174530696638
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3.94147687397553 0.4322202723606 0.4187527901235 0.4461208814499 0.00046125611583.80527102253079 0.2164678821999 0.1657394567901 0.2827229250753 0.01569282908593.66343325932262 -0.0089239016052 0.0005239012346 0.1520057877418 0.17092705991413.28443823683198 -0.0058000553112 0.2839705679012 0.0001184652405 0.29641299372472.78072700445676 0.3809005576754 0.5973572345679 0.2428785096114 0.07880765103132.58431907338418 0.6567643634181 0.9079972345679 0.4750448708814 0.06986457255472.44702725841862 0.6388133836133 0.5973572345679 0.6831465586563 0.00280611135062.58431907338418 0.4293168168519 0.3879905679012 0.4750448708814 0.00431398412112.70428067130244 0.0984210441609 0.0298905679012 0.3240721944706 0.15659378710483.12795432033771 -0.0185073450646 0.0161572345679 0.0211992850571 0.07400885182293.43476018158313 0.068852924435 0.1824239012346 0.0259874126755 0.07035216127383.67662841484287 0.1318500990987 0.1070016790123 0.1624689331307 0.00587191396133.60661746351086 0.0290135228908 0.007588345679 0.110931228774 0.06082017330853.39595137542479 -0.0285049740986 0.0542372345679 0.014981102094 0.12670138166683.0660912248264 0.1188531548348 0.3282016790123 0.0430408292142 0.1340227848949
2.74626343081952 0.4602661340269 0.7619350123457 0.2780354107628 0.11989836352292.50763791037435 0.7757879607935 1.0259439012346 0.5866275528202 0.06132453465462.40151822321926 0.673986811263 0.5973572345679 0.7604465058249 0.00969866035792.58431907338418 0.0846993220546 0.0151016790123 0.4750448708814 0.31999491073693.18008983487443 -0.0249653338181 0.071348345679 0.0087355619351 0.12953532696073.55945329763015 0.1792905867081 0.393268345679 0.0817383723743 0.115972056495
3.794109188543 0.4826124408565 0.8595350123457 0.2709776387513 0.16474735082523.98637332509011 0.8889648219932 1.5552861234568 0.5081113004371 0.28475742817544.30075511236447 1.3837539469726 1.814708345679 1.0551419958592 0.10191729828144.42249469734725 1.3524307867223 1.3855905679012 1.3200645813032 0.0007565416744.22153734942036 0.5944908520752 0.393268345679 0.8986723113727 0.10338626707233.2735540629787 226.72713573115 297.63219555556 227.21125244692 71.389335824532
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.871863767283 RMSE --> 0.4453130478929
512 0 512.981169 0512 400 512.9811689 400
164 0 187.836277 0164 400 187.8362771 400
SKEMA 1A ; ROI 0,504 ; EPOCH 1000
No.Skema 1a
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 300.821742 22.2852609816 2.462 230 255.476817 11.0768769027 2.33 240 244.355008 1.81458647056 2.44 250 251.337580 0.53503212797 2.55 274 258.253768 5.74680004462 2.746 300 276.300327 7.8998910821 37 340 300.821742 11.5230170545 3.48 360 345.212624 4.10760449986 3.69 364 363.047200 0.26175830972 3.64
10 346 365.807022 5.72457287699 3.4611 300 351.205055 17.0683516602 312 260 300.821742 15.7006700056 2.613 242 265.395448 9.66754042001 2.4214 230 252.716987 9.87695107894 2.315 238 244.355008 2.67017123081 2.3816 270 249.955419 7.42391880696 2.717 345 273.044614 20.8566337452 3.4518 400 350.239363 12.4401592423 419 444 383.250870 13.6822365891 4.4420 466 420.010482 9.86899529328 4.6621 452 447.994603 0.88614970201 4.5222 420 429.680726 2.30493464648 4.223 370 396.094911 7.05267873178 3.724 320 369.442117 15.4506616448 3.225 290 323.037813 11.3923492549 2.926 250 290.685637 16.2742547485 2.527 230 258.253768 12.2842469034 2.328 212 244.355008 15.2617960044 2.1229 236 230.816639 2.19633932745 2.3630 256 248.568244 2.9030295647 2.5631 340 262.492942 22.7961936681 3.432 410 345.212624 15.801799073 4.133 408 388.887827 4.68435616785 4.0834 376 387.644737 3.09700456672 3.7635 330 372.555029 12.8954631998 3.336 280 334.391400 19.4254998357 2.837 250 281.429776 12.5719102216 2.538 214 258.253768 20.679330784 2.1439 198 232.410043 17.3788096913 1.9840 230 218.889881 4.83048633582 2.341 280 244.355008 12.7303544538 2.842 390 281.429776 27.8385190887 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 378.699479 13.9319364878 4.444 460 415.449324 9.68492949468 4.645 448 439.961752 1.79425173824 4.4846 420 424.760457 1.13344216241 4.247 364 396.094911 8.81728332626 3.6448 318 365.807022 15.0336547655 3.1849 280 320.753330 14.5547607658 2.850 240 281.429776 17.2624064808 2.451 217 251.337580 15.8237697327 2.1752 200 234.753196 17.3765980428 253 230 220.680529 4.05194382255 2.354 250 244.355008 2.25799698826 2.555 290 258.253768 10.9469765939 2.956 360 290.685637 19.253989758 3.657 380 363.047200 4.461263223 3.858 388 374.411434 3.50220764005 3.8859 354 377.851228 6.73763494196 3.5460 300 358.377795 19.4592649375 361 250 300.821742 20.3286968059 2.562 180 258.253768 43.4743154876 1.863 182 201.433330 10.6776537762 1.8264 227 203.490341 10.3566778799 2.2765 290 242.206709 16.4804453214 2.966 335 290.685637 13.2281680982 3.3567 438 339.905593 22.3959834349 4.3868 452 413.245411 8.57402403987 4.5269 442 429.680726 2.78716617302 4.4270 424 417.705129 1.48463945942 4.2471 396 399.454837 0.87243346948 3.9672 364 381.339965 4.76372665075 3.6473 300 365.807022 21.9356740515 374 258 300.821742 16.5975744243 2.5875 210 263.935043 25.6833538813 2.176 196 229.197050 16.9372704245 1.9677 220 217.069390 1.33209549655 2.278 246 237.043386 3.64090015296 2.4679 350 255.476817 27.0066237497 3.580 450 354.919534 21.1289924164 4.581 464 427.200440 7.93093955176 4.6482 464 445.290020 4.03232331685 4.6483 400 445.290020 11.3225049524 484 270 383.250870 41.9447664979 2.785 224 273.044614 21.8949167764 2.2486 202 240.022183 18.8228628934 2.0287 186 222.441547 19.5922294933 1.8688 178 207.517931 16.5831072476 1.7889 200 199.348057 0.32597168569 290 250 220.680529 11.7277883167 2.5
91 320 258.253768 19.2956975382 3.292 368 323.037813 12.2179856415 3.6893 396 368.294137 6.99643010697 3.9694 440 381.339965 13.3318261344 4.495 450 415.449324 7.6779279279 4.596 400 427.200440 6.80011011996 497 315 383.250870 21.6669427125 3.1598 270 317.337272 17.5323229797 2.799 235 273.044614 16.1891972677 2.35
100 208 247.872087 19.1692724937 2.08101 222 227.550426 2.5001919846 2.22102 250 238.542877 4.58284912892 2.5103 336 258.253768 23.1387595602 3.36104 460 340.985965 25.8726163801 4.6105 478 439.961752 7.95779242413 4.78106 490 464.688563 5.16559942337 4.9107 470 481.980852 2.54911754465 4.7108 420 453.476334 7.97055581253 4.2109 330 396.094911 20.0287610023 3.3110 265 334.391400 26.1854337886 2.65111 206 269.140554 30.6507541284 2.06112 184 225.876032 22.7587131896 1.84113 174 205.518666 18.1141760658 1.74114 200 195.094641 2.45267946407 2115 345 220.680529 36.034629215 3.45116 410 350.239363 14.5757651144 4.1117 450 388.887827 13.5804829255 4.5118 474 427.200440 9.87332479328 4.74119 480 459.044671 4.36569349298 4.8120 425 467.535724 10.0084057542 4.25121 370 400.337037 8.19919911256 3.7122 300 369.442117 23.1473724211 3123 240 300.821742 25.3423925061 2.4124 204 251.337580 23.2046962353 2.04125 190 224.173244 17.9859180607 1.9126 230 211.428061 8.07475603415 2.3127 350 244.355008 30.184283563 3.5128 466 354.919534 23.8370098441 4.66129 494 447.994603 9.31283333058 4.94130 510 487.839546 4.34518711733 5.1131 508 511.594588 0.7075960517 5.08132 480 508.602939 5.95894567812 4.8133 407 467.535724 14.8736423723 4.07134 330 387.046410 17.2867910525 3.3135 270 334.391400 23.8486664963 2.7136 210 273.044614 30.0212445614 2.1137 180 229.197050 27.3316944623 1.8138 170 201.433330 18.4901940428 1.7
139 210 190.734300 9.17414296391 2.1140 335 229.197050 31.5829701397 3.35141 420 339.905593 19.0700970107 4.2142 444 396.094911 10.7894343902 4.44143 458 420.010482 8.29465459972 4.58144 466 437.341653 6.14985977718 4.66145 420 447.994603 6.66538174927 4.2146 340 396.094911 16.4985033258 3.4147 270 345.212624 27.8565273335 2.7148 215 273.044614 26.9974946879 2.15149 180 233.197223 29.5540127264 1.8150 183 201.433330 10.0728578539 1.83151 230 204.508114 11.0834286142 2.3152 370 244.355008 33.9581060732 3.7153 470 369.442117 21.3952941993 4.7154 496 453.476334 8.57331967488 4.96155 512 490.783030 4.14393938344 5.12156 500 514.591253 2.9182505139 5157 450 496.694974 10.3766608667 4.5158 380 427.200440 12.4211685473 3.8159 290 374.411434 29.1073911574 2.9160 220 290.685637 32.1298349414 2.2161 174 237.043386 36.2318308182 1.74162 164 195.094641 18.960146995 1.64163 194 184.003684 5.15274012416 1.94164 225 215.218933 4.34714104318 2.25165 266 240.754745 9.49069718527 2.66166 350 269.907724 22.8835073643 3.5167 426 354.919534 16.6855553694 4.26168 460 401.235868 12.7748113823 4.6169 456 439.961752 3.51715960248 4.56170 390 434.753439 11.4752408498 3.9171 248 378.699479 52.7014030055 2.48172 208 256.861961 23.4913271945 2.08173 194 227.550426 17.2940341267 1.94174 184 215.218933 16.9668112244 1.84175 234 205.518666 12.1715101049 2.34176 288 247.173856 14.1757443006 2.88177 380 288.762352 24.0099073657 3.8178 445 374.411434 15.862599021 4.45179 474 421.181005 11.1432478213 4.74180 510 510.000000 0 5.1181 500 511.594588 2.31891758853 5182 470 496.694974 5.67978168086 4.7183 404 453.476334 12.2466174289 4.04184 312 385.339558 23.5062686997 3.12185 240 313.944996 30.8104150369 2.4186 190 251.337580 32.2829370105 1.9
187 180 211.428061 17.4600339564 1.8188 236 201.433330 14.6468941217 2.36189 276 248.568244 9.93904191508 2.76190 344 277.976253 19.1929496583 3.44191 408 349.259767 14.3971160186 4.08192 452 387.644737 14.2378900064 4.52193 442 429.680726 2.78716617302 4.42194 415 417.705129 0.65183823905 4.15195 368 392.279850 6.59778525164 3.68196 320 368.294137 15.0919177426 3.2197 246 323.037813 31.316184081 2.46198 230 255.476817 11.0768769027 2.3199 242 244.355008 0.97314360716 2.42200 280 252.716987 9.7439330423 2.8201 350 281.429776 19.5914926989 3.5202 405 354.919534 12.3655471293 4.05203 465 385.894267 17.0119856591 4.65204 500 446.639120 10.672176025 5205 510 496.694974 2.60882864705 5.1206 460 511.594588 11.2162147701 4.6207 405 439.961752 8.63253141054 4.05208 290 385.894267 33.0669885121 2.9209 240 290.685637 21.119015363 2.4210 207 251.337580 21.4191209275 2.07211 192 226.716742 18.0816364976 1.92212 210 213.338474 1.58974967952 2.1213 300 229.197050 23.6009833226 3214 370 300.821742 18.6968264825 3.7215 410 369.442117 9.89216652117 4.1216 424 388.887827 8.28117291623 4.24217 418 399.454837 4.43664197628 4.18218 400 394.517451 1.37063719682 4219 320 383.250870 19.7658967326 3.2220 244 323.037813 32.3925462456 2.44221 228 254.095950 11.4455922758 2.28222 190 242.926537 27.8560722017 1.9223 200 211.428061 5.71403056073 2224 250 220.680529 11.7277883167 2.5225 336 258.253768 23.1387595602 3.36226 410 340.985965 16.8326915484 4.1227 456 388.887827 14.7175818344 4.56228 488 434.753439 10.9111804684 4.88229 510 479.067108 6.06527295271 5.1230 480 511.594588 6.58220582139 4.8231 428 467.535724 9.237318798 4.28232 330 403.082755 22.1462892722 3.3233 280 334.391400 19.4254998357 2.8234 254 281.429776 10.7991242339 2.54
235 234 261.066902 11.5670519944 2.34236 222 247.173856 11.3395749613 2.22237 246 238.542877 3.03135074077 2.46238 290 255.476817 11.9045459048 2.9239 355 290.685637 18.1167220081 3.55240 390 359.199958 7.89744670815 3.9241 396 378.699479 4.36881831981 3.96242 380 381.339965 0.35262237072 3.8243 345 374.411434 8.5250534367 3.45244 290 350.239363 20.7721941486 2.9245 250 290.685637 16.2742547485 2.5246 214 258.253768 20.679330784 2.14247 202 232.410043 15.0544768261 2.02248 216 222.441547 2.98219761927 2.16249 260 233.978228 10.0083740241 2.6250 330 265.395448 19.5771370253 3.3251 380 334.391400 12.002263279 3.8252 435 374.411434 13.928405895 4.35253 474 410.041888 13.4932724987 4.74254 486 459.044671 5.54636394368 4.86255 474 476.164827 0.4567145928 4.74256 435 459.044671 5.52751062844 4.35257 350 410.041888 17.1548252447 3.5258 306 354.919534 15.9867758583 3.06259 273 307.275830 12.5552492496 2.73260 254 275.474618 8.45457385295 2.54261 240 261.066902 8.77787569456 2.4262 250 251.337580 0.53503212797 2.5263 290 258.253768 10.9469765939 2.9264 336 290.685637 13.4864175979 3.36265 366 340.985965 6.83443588758 3.66266 374 367.083536 1.84932200635 3.74267 362 371.567352 2.64291491243 3.62268 338 364.462126 7.8290312211 3.38269 300 343.119443 14.3731475104 3270 274 300.821742 9.78895693966 2.74271 250 276.300327 10.5201307015 2.5272 240 258.253768 7.60573661572 2.4273 250 251.337580 0.53503212797 2.5274 270 258.253768 4.35045634158 2.7275 310 273.044614 11.9210923939 3.1276 348 311.702324 10.4303665419 3.48277 384 353.092828 8.04874267729 3.84278 420 376.156451 10.4389401516 4.2279 450 396.094911 11.9789085983 4.5280 430 427.200440 0.65106035352 4.3281 395 404.994000 2.53012657415 3.95282 360 380.884564 5.80126784121 3.6
283 326 363.047200 11.3641717033 3.26284 296 329.881148 11.4463336769 2.96285 278 296.666949 6.71473003338 2.78286 274 279.685762 2.07509555626 2.74287 278 276.300327 0.61139325407 2.78288 294 279.685762 4.86878849519 2.94289 314 294.638650 6.1660349529 3.14290 328 316.203288 3.59655841081 3.28291 334 332.144499 0.55553925642 3.34292 334 338.816929 1.44219445083 3.34293 316 338.816929 7.22054729929 3.16294 305 318.473908 4.41767459776 3.05295 290 306.183453 5.58050102176 2.9296 280 290.685637 3.81629888257 2.8297 272 281.429776 3.46682924779 2.72298 268 274.656875 2.48390841605 2.68299 268 271.462097 1.29182712708 2.68300 286 286.000000 0 2.86301 316 286.875106 9.21673857716 3.16302 360 318.473908 11.535025688 3.6303 396 363.047200 8.32141420389 3.96304 418 381.339965 8.77034329934 4.18305 422 394.517451 6.51245231927 4.22306 412 397.740884 3.46095049882 4.12307 382 390.194939 2.14527207093 3.82308 356 375.294131 5.41969976183 3.56309 328 360.004710 9.75753356388 3.28310 294 332.144499 12.9743193481 2.94311 276 294.638650 6.75313414779 2.76312 264 277.976253 5.29403529371 2.64313 258 268.379756 4.02316127249 2.58314 266 263.935043 0.77629956736 2.66315 295 269.907724 8.50585619488 2.95316 320 295.648580 7.60981868476 3.2317 338 323.037813 4.42668259191 3.38318 348 343.119443 1.40245904275 3.48319 344 353.092828 2.64326398814 3.44320 330 349.259767 5.83629292242 3.3321 312 334.391400 7.17673062177 3.12322 286 313.944996 9.7709776533 2.86323 262 286.875106 9.49431530388 2.62324 248 266.876325 7.6114212121 2.48325 238 256.861961 7.92519351448 2.38326 248 249.955419 0.78847549242 2.48327 280 256.861961 8.26358551269 2.8328 330 281.429776 14.7182498321 3.3329 380 334.391400 12.002263279 3.8330 402 374.411434 6.86282727448 4.02
331 420 384.270338 8.50706245638 4.2332 428 396.094911 7.45445997487 4.28333 414 403.082755 2.63701579749 4.14334 392 391.568068 0.110186786 3.92335 368 379.558712 3.14095437262 3.68336 325 368.294137 13.3212728543 3.25337 274 328.744749 19.9798352813 2.74338 250 276.300327 10.5201307015 2.5339 232 258.253768 11.3162792576 2.32340 250 245.770127 1.69194918367 2.5341 265 258.253768 2.54574797067 2.65342 310 269.140554 13.1804666115 3.1343 340 311.702324 8.32284575469 3.4344 370 345.212624 6.69929086473 3.7345 360 369.442117 2.62281035089 3.6346 336 363.047200 8.04976183113 3.36347 304 340.985965 12.1664357406 3.04348 270 305.097393 12.9990344572 2.7349 240 273.044614 13.7685889913 2.4350 226 251.337580 11.2113187256 2.26351 250 241.482850 3.40685982309 2.5352 315 258.253768 18.0146768642 3.15353 354 317.337272 10.3567028121 3.54354 390 358.377795 8.10825774038 3.9355 420 378.699479 9.83345727296 4.2356 452 396.094911 12.3683824541 4.52357 462 429.680726 6.99551395774 4.62358 445 442.611819 0.53666985828 4.45359 390 421.181005 7.99512957106 3.9
327.288888888889 327.24421337489 11.8673366262 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0743464311653 0.074468345679 0.0742247162417 0
3.00821742014661 0.2147853338571 0.660788345679 0.0698146992782 0.30054233975222.55476816876159 0.698217026381 0.9465127901235 0.5150559200206 0.06490681981412.44355007529338 0.7235306679141 0.7619350123457 0.6870620445706 0.00189660905812.51337580319924 0.5866739328115 0.5973572345679 0.5761816941741 0.00017891211122.58253767877735 0.3676424184493 0.2839705679012 0.4759681569896 0.02479438260482.7630032675369 0.1390202061574 0.074468345679 0.2595279584074 0.0561674511982
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2.54095950388759 0.7262809756045 0.985828345679 0.5350668377888 0.06809986266932.42926537183243 1.1575880078044 1.8848239012346 0.7109470518359 0.28012183382092.11428061121457 1.4742109335726 1.6202461234568 1.341338112279 0.01306005809962.20680529208138 0.8236188745155 0.5973572345679 1.1355818783191 0.08596313675152.58253767877735 -0.0600983436331 0.007588345679 0.4759681569896 0.60444766092093.40985964651472 0.1136595516699 0.6841127901235 0.0188835728147 0.47629370750883.88887826835187 0.7934217981379 1.6566550123457 0.3799935080443 0.45040437869044.34753439314406 1.7277927155435 2.5828061234568 1.1558233662114 0.28351962248454.79067107941168 2.773972975831 3.3383350123457 2.3050191314483 0.09568438111235.11594587942651 2.8152350533992 2.332068345679 3.3985060603274 0.09982179872664.67535724455421 1.4128913960377 1.0142727901235 1.9681708081259 0.15630735082154.03082754598411 0.0205606711762 0.0007350123457 0.5751484334912 0.53410890196923.34391399539918 -0.0337982492426 0.2236239012346 0.0051082270078 0.2958424343911
2.81429775554 0.3357689242962 0.5371261234568 0.2098962712844 0.0752392586943
2.61066901666945 0.6173607878888 0.8702816790123 0.437943658489 0.07326171658482.47173856414158 0.8430518917332 1.1085750123457 0.6411262063819 0.06337230467612.38542877177704 0.7210433062429 0.660788345679 0.7867927043166 0.00556086807872.55476816876159 0.2676126473886 0.1390461234568 0.5150559200206 0.11918501730022.90685636871187 -0.1013078775558 0.0767905679012 0.1336529515977 0.41363373046653.59199957838204 0.2003980241677 0.393268345679 0.1021169604205 0.09486425971683.7869947945356 0.3535548504783 0.4721216790123 0.2647644407227 0.0299308011178
3.81339965008746 0.2851447175011 0.2778461234568 0.2926350344832 0.00017955062253.74411434356602 0.0835383891609 0.031368345679 0.2224746735138 0.08650324709133.50239363030958 -0.0857463580509 0.1390461234568 0.0528776907705 0.36287808583762.90685636871187 0.2825571757331 0.5973572345679 0.1336529515977 0.16553210476142.58253767877735 0.7815850914322 1.2834372345679 0.4759681569896 0.19583959713762.32410043188788 1.1881667811316 1.5697305679012 0.8993519834886 0.09247707267442.2244154685763 1.1663372309299 1.2385216790123 1.0983598909128 0.00414935259192.339782275374 0.6275764558132 0.4527794567901 0.8698544114239 0.0677132642095
2.65395447816435 -0.0167678875514 0.0007350123457 0.3825269801105 0.41737481628393.34391399539918 0.0376736124077 0.2778461234568 0.0051082270078 0.20801444359273.74411434356602 0.5080433779964 1.160168345679 0.2224746735138 0.36709742867244.10041888356292 1.2147338893938 2.1524150123457 0.6855454982326 0.4090640045029
4.590446712337 2.0918197111725 2.5189216790123 1.7371360691792 0.07265897488994.76164827169857 2.1848308717208 2.1524150123457 2.217734921307 0.0004686476675
4.590446712337 1.4196373760926 1.160168345679 1.7371360691792 0.05781462147374.10041888356292 0.1880427196244 0.0515794567901 0.6855454982326 0.36050283573893.54919534126363 -0.0589176828442 0.0453216790123 0.0765923378697 0.2393120819143.07275830451335 0.1084061321828 0.294728345679 0.0398736316582 0.11748325531292.75474617586484 0.3794136153559 0.5371261234568 0.2680091048095 0.04611592004862.61066901666945 0.577654400864 0.7619350123457 0.437943658489 0.04438143458452.51337580319924 0.5866739328115 0.5973572345679 0.5761816941741 0.00017891211122.58253767877735 0.2572577056538 0.1390461234568 0.4759681569896 0.10078232539612.90685636871187 -0.0318465821988 0.007588345679 0.1336529515977 0.2053391505773.40985964651472 0.0531958460529 0.1498550123457 0.0188835728147 0.06257019644173.67083535696257 0.1860939011545 0.2181927901235 0.1587171603026 0.00478374784653.71567351982988 0.1538505389019 0.1204861234568 0.1964540616073 0.00915342239663.64462125527313 0.0398645192388 0.0114727901235 0.1385172984986 0.07002440874233.43119442531226 -0.0433217364533 0.074468345679 0.0252022900766 0.18592863242043.00821742014661 0.1408024140485 0.2839705679012 0.0698146992782 0.07194058447012.7630032675369 0.3937396392634 0.5973572345679 0.2595279584074 0.0691707187351
2.58253767877735 0.6022099331396 0.7619350123457 0.4759681569896 0.03332000417342.51337580319924 0.5866739328115 0.5973572345679 0.5761816941741 0.00017891211122.58253767877735 0.3952385966481 0.3282016790123 0.4759681569896 0.0137973969072.73044613579042 0.0937050858693 0.0298905679012 0.293759661803 0.13657005855223.1170232443404 -0.032188978873 0.0428950123457 0.024155031185 0.1317521251492
3.53092828119198 0.1465903662833 0.3216150123457 0.06681508842 0.09552532736693.76156451363448 0.453470793085 0.8595350123457 0.2392407025049 0.19222567570463.96094911307569 0.8448745644095 1.5058016790123 0.4740418605817 0.29057585869394.27200440479856 1.0266615148426 1.0549572345679 0.999124733706 0.00078375335074.04993999967899 0.5264524438864 0.4584794567901 0.6045029315259 0.00998800353583.80884564228353 0.1754635476807 0.1070016790123 0.2877287239683 0.0436165023008
3.63047199752603 -0.0046146071331 0.0001661234568 0.1281853833563 0.13724950095093.29881147683531 -0.008250674459 0.0978994567901 0.0006953422548 0.11479321683532.96666949492806 0.150711936201 0.2429394567901 0.0934969066515 0.03484550033672.7968576182415 0.2534337040415 0.2839705679012 0.2261806313904 0.00323278875212.7630032675369 0.251096756724 0.2429394567901 0.2595279584074 0.00028888891442.7968576182415 0.15831680094 0.1108150123457 0.2261806313904 0.0204897414555
2.94638650247905 0.0433291705554 0.0176594567901 0.1063122746828 0.03748618642233.16203288412548 -0.0007851324418 5.0567901235E-05 0.0121902024024 0.01391624042783.32144498883554 0.0032886360525 0.0045039012346 0.0024012798066 0.00034428843933.38816929465762 0.0077665783543 0.0045039012346 0.013392775772 0.00232028094783.38816929465762 -0.0130643106093 0.0127439012346 0.013392775772 0.05206122702463.18473907523176 0.019548037265 0.0496794567901 0.0076918264733 0.0181546183943
3.061834529631 0.0785332354911 0.1390461234568 0.0443555629123 0.02619041498092.90685636871187 0.172881446222 0.2236239012346 0.1336529515977 0.0114182835343
2.81429775554 0.2533029362186 0.3056861234568 0.2098962712844 0.00889206669992.74656874555015 0.3117844888254 0.3515172345679 0.2765428204156 0.00443139788412.71462096700585 0.330725971749 0.3515172345679 0.3111644540666 0.0011986113564
2.86 0.1702927743345 0.1704772345679 0.1701085136913 02.86875106096176 0.0455722366613 0.0127439012346 0.162966482248 0.08482594449093.18473907523176 -0.0286886449194 0.1070016790123 0.0076918264733 0.17244163563943.63047199752603 0.2460062975109 0.4721216790123 0.1281853833563 0.10858870441453.81339965008746 0.4907085737098 0.8228505679012 0.2926350344832 0.1343958165563.94517451212701 0.6371523103661 0.8970194567901 0.4525688529183 0.07552904878463.97740883944851 0.5971851293615 0.7175972345679 0.496978056145 0.02033223906743.90194939310967 0.3444104161214 0.2993305679012 0.3962793895879 0.0067157030313.75294131152128 0.1379566528182 0.0824327901235 0.2308794598399 0.03722634969163.60004710089517 0.0023296353219 5.0567901235E-05 0.1073250144989 0.10243014679143.32144498883554 -0.0163125059822 0.1108150123457 0.0024012798066 0.14550027950772.94638650247905 0.167230310438 0.2630550123457 0.1063122746828 0.03473992830642.77976253175386 0.3118114458849 0.400548345679 0.242733190222 0.01953356528222.6837975608302 0.4078652840801 0.4800950123457 0.3465024332266 0.0107739336343
2.63935043150831 0.388014869951 0.3756327901235 0.4008051034459 0.00042640467892.69907724225092 0.1851331527437 0.1042572345679 0.3287472988025 0.06296223035642.95648580208762 0.0230297059522 0.0053127901235 0.0998284035169 0.05929916458493.2303781283933 -0.0045055223514 0.0114727901235 0.0017693805466 0.0223867044631
3.43119442531226 0.0328793634971 0.0428950123457 0.0252022900766 0.00238198412063.53092828119198 0.043195907306 0.0279261234568 0.06681508842 0.00826795232053.49259766643972 0.0059686611085 0.0007350123457 0.0484684585744 0.0370938611183.34391399539918 -0.0109272535145 0.0233750123457 0.0051082270078 0.05013747733563.13944996088448 0.0549109904849 0.1704772345679 0.0176869180432 0.07809228063832.86875106096176 0.2635654159664 0.4262639012346 0.162966482248 0.06187709032962.66876324606017 0.4786502825052 0.6286727901235 0.3644281994411 0.03563156306322.5686196056446 0.628435315094 0.7972505679012 0.4953661510671 0.0355773556335
2.49955419221199 0.6128142612008 0.6286727901235 0.5973557701732 0.00038236643312.5686196056446 0.3328298532902 0.2236239012346 0.4953661510671 0.0535368868921
2.81429775554 -0.0124208031426 0.0007350123457 0.2098962712844 0.23590667027353.34391399539918 0.0376736124077 0.2778461234568 0.0051082270078 0.20801444359273.74411434356602 0.3523915487567 0.5581750123457 0.2224746735138 0.076112895426
3.84270337683224 0.5286955346986 0.8595350123457 0.325197885363 0.12766087692713.96094911307569 0.6934030289576 1.0142727901235 0.4740418605817 0.10179346844724.03082754598411 0.6576044174537 0.7518816790123 0.5751484334912 0.01191862471593.91568067798877 0.4162468090726 0.4187527901235 0.4137558247958 1.8656542637E-053.79558712091224 0.2129781369963 0.1657394567901 0.2736806775941 0.01336038252083.68294136776401 -0.0093958713563 0.0005239012346 0.168509621127 0.18743822792143.28744748670833 -0.0079961858659 0.2839705679012 0.0002251606174 0.29969875070332.7630032675369 0.3937396392634 0.5973572345679 0.2595279584074 0.0691707187351
2.58253767877735 0.6574022895373 0.9079972345679 0.4759681569896 0.06892603277782.45770127040836 0.6297041605996 0.5973572345679 0.6638026743969 0.00178918252512.58253767877735 0.4297338193967 0.3879905679012 0.4759681569896 0.00455116478472.69140553504466 0.1004547719538 0.0298905679012 0.3376035290338 0.16694943679213.1170232443404 -0.0197554677204 0.0161572345679 0.024155031185 0.0800758442436
3.45212623800508 0.0767450774179 0.1824239012346 0.0322863773223 0.06144140188553.69442117263203 0.1380340322747 0.1070016790123 0.1780663092567 0.00891535784123.63047199752603 0.0311883792446 0.007588345679 0.1281853833563 0.07315510144573.40985964651472 -0.0320030118619 0.0542372345679 0.0188835728147 0.136796158123.05097393034519 0.1268766729722 0.3282016790123 0.0490481651189 0.12318269978192.73044613579042 0.4731022844402 0.7619350123457 0.293759661803 0.10919464865882.51337580319924 0.7688498521434 1.0259439012346 0.5761816941741 0.06419929764692.41482850442279 0.6628400450658 0.5973572345679 0.7355011372059 0.00725418365892.58253767877735 0.0847815919109 0.0151016790123 0.4759681569896 0.32201348600743.17337272045301 -0.0264625410626 0.071348345679 0.0098147486508 0.1344155621083.58377794812499 0.1952421484821 0.393268345679 0.0969299893132 0.0999963860923.7869947945356 0.4770474890671 0.8595350123457 0.2647644407227 0.1705732997407
3.96094911307569 0.858644703996 1.5552861234568 0.4740418605817 0.31253789417094.2968072551523 1.3799336368772 1.814708345679 1.0493239019478 0.1044535503222
4.42611819130662 1.3580049059741 1.3855905679012 1.3309684457819 0.00057034078654.21181005327146 0.5890880597539 0.393268345679 0.8824120882282 0.09722550932123.2724421337489 226.98678774811 297.63219555556 227.69298222793 71.351674139719
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8719383957154 RMSE --> 0.4451955691969
512 0 514.591253 0512 400 514.5912526 400
164 0 184.003684 0164 400 184.0036842 400
SKEMA 1A ; ROI 0,504 ; EPOCH 2000
No.Skema 1a
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 298.339900 21.2763819498 2.462 230 255.536788 11.1029514282 2.33 240 246.180966 2.57540254735 2.44 250 252.176433 0.87057311215 2.55 274 257.756516 5.92827871045 2.746 300 273.086235 8.97125511322 37 340 298.339900 12.2529707069 3.48 360 348.912272 3.07992437288 3.69 364 366.829883 0.77744037603 3.64
10 346 368.996222 6.64630684843 3.4611 300 355.411335 18.4704448555 312 260 298.339900 14.7461152294 2.613 242 263.531644 8.89737336613 2.4214 230 253.307279 10.1335997632 2.315 238 246.180966 3.43738072001 2.3816 270 251.028542 7.02646592935 2.717 345 270.113308 21.7062874104 3.4518 400 354.385099 11.4037252848 419 444 378.990977 14.6416717922 4.4420 466 419.799955 9.91417280552 4.6621 452 449.300420 0.59725216614 4.5222 420 430.226569 2.4348974431 4.223 370 392.765481 6.1528327993 3.724 320 371.395374 16.0610544012 3.225 290 323.585531 11.5812176699 2.926 250 287.391852 14.9567408109 2.527 230 257.756516 12.0680505797 2.328 212 246.180966 16.1230972234 2.1229 236 232.923613 1.30355377978 2.3630 256 249.859132 2.39877647286 2.5631 340 261.157436 23.1889893327 3.432 410 348.912272 14.8994457908 4.133 408 384.624629 5.72925761248 4.0834 376 383.291095 1.93912113749 3.7635 330 372.992016 13.0278836821 3.336 280 336.674869 20.2410247523 2.837 250 277.981545 11.192618114 2.538 214 257.756516 20.4469702492 2.1439 198 234.589764 18.4796790382 1.9840 230 219.843957 4.41567083361 2.341 280 246.180966 12.078226388 2.842 390 277.981545 28.7226806962 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 375.723069 14.6083933132 4.444 460 414.779122 9.83062571525 4.645 448 441.028592 1.55611784677 4.4846 420 424.956817 1.18019452273 4.247 364 392.765481 7.90260476852 3.6448 318 368.996222 16.036547703 3.1849 280 320.950218 14.6250779167 2.850 240 277.981545 15.8256438687 2.451 217 252.176433 16.2103376868 2.1752 200 236.993870 18.4969348641 253 230 221.860426 3.53894505572 2.354 250 246.180966 1.52761355455 2.555 290 257.756516 11.1184426437 2.956 360 287.391852 20.1689299924 3.657 380 366.829883 3.46582027139 3.858 388 373.784807 3.66370955539 3.8859 354 375.278797 6.01095956677 3.5460 300 362.652742 20.8842474819 361 250 298.339900 19.3359598386 2.562 180 257.756516 43.1980646296 1.863 182 199.767818 9.7625375524 1.8264 227 202.151163 10.9466240534 2.2765 290 244.224049 15.7848108478 2.966 335 287.391852 14.2113874545 3.3567 438 342.964422 21.6976205445 4.3868 452 412.327912 8.77701054604 4.5269 442 430.226569 2.66367211289 4.4270 424 417.270952 1.58703973747 4.2471 396 396.641146 0.16190543654 3.9672 364 377.436141 3.69124753606 3.6473 300 368.996222 22.9987405652 374 258 298.339900 15.6356199986 2.5875 210 262.330544 24.9193068649 2.176 196 231.206329 17.9624127516 1.9677 220 217.780776 1.00873814411 2.278 246 239.285991 2.72927212499 2.4679 350 255.536788 26.9894890615 3.580 450 359.257487 20.1650029798 4.581 464 427.578894 7.84937618992 4.6482 464 446.530062 3.76507292633 4.6483 400 446.530062 11.6325154055 484 270 378.990977 40.3670286084 2.785 224 270.113308 20.5862984081 2.2486 202 242.174985 19.8886065434 2.0287 186 223.829002 20.3381733337 1.8688 178 206.813185 16.1871826959 1.7889 200 197.351813 1.32409347202 290 250 221.860426 11.2558294513 2.5
91 320 257.756516 19.4510886458 3.292 368 323.585531 12.0691491188 3.6893 396 370.699360 6.38905061927 3.9694 440 377.436141 14.2190588565 4.495 450 414.779122 7.82686184226 4.596 400 427.578894 6.89472361969 497 315 378.990977 20.3145959501 3.1598 270 317.017972 17.4140638497 2.799 235 270.113308 14.9418333762 2.35
100 208 249.265027 19.8389552878 2.08101 222 229.437883 3.35039767057 2.22102 250 240.753727 3.69850935416 2.5103 336 257.756516 23.2867510913 3.36104 460 344.185612 25.1770408001 4.6105 478 441.028592 7.73460417437 4.78106 490 466.124501 4.87255088268 4.9107 470 483.168927 2.80189927118 4.7108 420 454.874059 8.30334744087 4.2109 330 392.765481 19.0198428356 3.3110 265 336.674869 27.047120493 2.65111 206 266.687207 29.459809019 2.06112 184 227.618502 23.7057076939 1.84113 174 204.500177 17.5288375641 1.74114 200 192.428425 3.78578771337 2115 345 221.860426 35.6926300371 3.45116 410 354.385099 13.564610034 4.1117 450 384.624629 14.5278602353 4.5118 474 427.578894 9.79348217748 4.74119 480 460.484479 4.06573350203 4.8120 425 468.953737 10.3420557012 4.25121 370 397.658466 7.47526095561 3.7122 300 371.395374 23.798458028 3123 240 298.339900 24.3082914985 2.4124 204 252.176433 23.6158984217 2.04125 190 225.748650 18.8150789248 1.9126 230 211.324532 8.11976880155 2.3127 350 246.180966 29.6625811104 3.5128 466 359.257487 22.9061187573 4.66129 494 449.300420 9.04849793339 4.94130 510 488.878870 4.14139807833 5.1131 508 511.796140 0.74727161075 5.08132 480 508.926766 6.02640961268 4.8133 407 468.953737 15.2220483366 4.07134 330 382.663101 15.9585154419 3.3135 270 336.674869 24.6943960394 2.7136 210 270.113308 28.6253849686 2.1137 180 231.206329 28.4479605517 1.8138 170 199.767818 17.5104813796 1.7
139 210 187.393926 10.7647970062 2.1140 335 231.206329 30.9831853752 3.35141 420 342.964422 18.3418042821 4.2142 444 392.765481 11.5393060006 4.44143 458 419.799955 8.3406212388 4.58144 466 438.300397 5.94412073667 4.66145 420 449.300420 6.97629052596 4.2146 340 392.765481 15.5192592228 3.4147 270 348.912272 29.2267675028 2.7148 215 270.113308 25.6340969461 2.15149 180 235.403750 30.7798611006 1.8150 183 199.767818 9.16274226523 1.83151 230 203.330066 11.5956232668 2.3152 370 246.180966 33.4646037531 3.7153 470 371.395374 20.9797076417 4.7154 496 454.874059 8.29152031217 4.96155 512 491.737558 3.95750815401 5.12156 500 514.666432 2.93328647901 5157 450 497.461053 10.5469006988 4.5158 380 427.578894 12.5207617049 3.8159 290 373.784807 28.8913127328 2.9160 220 287.391852 30.6326600124 2.2161 174 239.285991 37.5206842371 1.74162 164 192.428425 17.3344052276 1.64163 194 179.660634 7.3914255383 1.94164 225 215.672190 4.14569336448 2.25165 266 242.868775 8.6959491461 2.66166 350 267.348840 23.6146170913 3.5167 426 359.257487 15.6672566688 4.26168 460 398.693964 13.3273990227 4.6169 456 441.028592 3.28320349858 4.56170 390 435.589412 11.6895928924 3.9171 248 375.723069 51.5012376702 2.48172 208 256.645333 23.3871795254 2.08173 194 229.437883 18.2669499117 1.94174 184 215.672190 17.213146701 1.84175 234 204.500177 12.6067618113 2.34176 288 248.663979 13.6583405972 2.88177 380 285.382871 24.8992444789 3.8178 445 373.784807 16.0034141741 4.45179 474 421.077381 11.1651095284 4.74180 510 510.000000 0 5.1181 500 511.796140 2.35922795652 5182 470 497.461053 5.84277726484 4.7183 404 454.874059 12.5925889237 4.04184 312 380.935120 22.0945896803 3.12185 240 313.128476 30.4701982563 2.4186 190 252.176433 32.7244383055 1.9
187 180 211.324532 17.4025176425 1.8188 236 199.767818 15.3526193452 2.36189 276 249.859132 9.47132890236 2.76190 344 274.657809 20.157613654 3.44191 408 353.334775 13.3983394622 4.08192 452 383.291095 15.2010850715 4.52193 442 430.226569 2.66367211289 4.42194 415 417.270952 0.54721723208 4.15195 368 388.399485 5.54333821271 3.68196 320 370.699360 15.8435498587 3.2197 246 323.585531 31.5388338385 2.46198 230 255.536788 11.1029514282 2.3199 242 246.180966 1.72767194778 2.42200 280 253.307279 9.53311448021 2.8201 350 277.981545 20.5767013471 3.5202 405 359.257487 11.2944477553 4.05203 465 381.485125 17.9601881641 4.65204 500 447.913745 10.4172509395 5205 510 497.461053 2.45861703045 5.1206 460 511.796140 11.2600303875 4.6207 405 441.028592 8.89594865345 4.05208 290 381.485125 31.5465948404 2.9209 240 287.391852 19.7466050114 2.4210 207 252.176433 21.824363662 2.07211 192 228.534536 19.0284039735 1.92212 210 213.519610 1.67600463541 2.1213 300 231.206329 22.931223669 3214 370 298.339900 19.3675947037 3.7215 410 371.395374 9.41576241855 4.1216 424 384.624629 9.28664411767 4.24217 418 396.641146 5.10977379696 4.18218 400 390.951955 2.2620111446 4219 320 378.990977 18.4346803884 3.2220 244 323.585531 32.6170210011 2.44221 228 254.425774 11.590251755 2.28222 190 244.886146 28.8874455188 1.9223 200 211.324532 5.66226587822 2224 250 221.860426 11.2558294513 2.5225 336 257.756516 23.2867510913 3.36226 410 344.185612 16.0522896782 4.1227 456 384.624629 15.6524936533 4.56228 488 435.589412 10.7398745327 4.88229 510 480.318293 5.81994258792 5.1230 480 511.796140 6.62419578804 4.8231 428 468.953737 9.56863007709 4.28232 330 400.817132 21.4597369311 3.3233 280 336.674869 20.2410247523 2.8234 254 277.981545 9.44155326181 2.54
235 234 260.007429 11.1142857092 2.34236 222 248.663979 12.0108013874 2.22237 246 240.753727 2.13263145748 2.46238 290 255.536788 11.8838661087 2.9239 355 287.391852 19.0445487247 3.55240 390 363.426560 6.81370245423 3.9241 396 375.723069 5.12043701463 3.96242 380 377.436141 0.67469972862 3.8243 345 373.784807 8.34342229713 3.45244 290 354.385099 22.2017582278 2.9245 250 287.391852 14.9567408109 2.5246 214 257.756516 20.4469702492 2.14247 202 234.589764 16.13354678 2.02248 216 223.829002 3.62453814844 2.16249 260 236.205090 9.1518884167 2.6250 330 263.531644 20.1419261982 3.3251 380 336.674869 11.4013501825 3.8252 435 373.784807 14.0724581781 4.35253 474 408.735354 13.7689126478 4.74254 486 460.484479 5.2501071625 4.86255 474 477.471026 0.73228389927 4.74256 435 460.484479 5.85850096328 4.35257 350 408.735354 16.7815297283 3.5258 306 359.257487 17.4044073827 3.06259 273 305.549745 11.922983685 2.73260 254 272.322181 7.21345725951 2.54261 240 260.007429 8.33642856643 2.4262 250 252.176433 0.87057311215 2.5263 290 257.756516 11.1184426437 2.9264 336 287.391852 14.4667107061 3.36265 366 344.185612 5.96021521329 3.66266 374 369.902546 1.09557591563 3.74267 362 372.528804 2.90850931841 3.62268 338 367.973604 8.86793030461 3.38269 300 346.582715 15.5275715919 3270 274 298.339900 8.8831750352 2.74271 250 273.086235 9.23449386413 2.5272 240 257.756516 7.39854847223 2.4273 250 252.176433 0.87057311215 2.5274 270 257.756516 4.53462358024 2.7275 310 270.113308 12.8666746987 3.1276 348 310.568417 10.7562020546 3.48277 384 357.387871 6.93024181883 3.84278 420 374.504875 10.8321727191 4.2279 450 392.765481 12.7187819206 4.5280 430 427.578894 0.56304779564 4.3281 395 403.005950 2.02682272888 3.95282 360 377.103289 4.75091361696 3.6
283 326 366.829883 12.5245039781 3.26284 296 331.485431 11.9883211992 2.96285 278 293.787183 5.67884272149 2.78286 274 276.289027 0.83541128349 2.74287 278 273.086235 1.76754148909 2.78288 294 276.289027 6.02414050451 2.94289 314 291.595496 7.13519251051 3.14290 328 315.715775 3.7451905859 3.28291 334 334.092941 0.02782676826 3.34292 334 341.729573 2.31424343173 3.34293 316 341.729573 8.14226995632 3.16294 305 318.324935 4.36883105538 3.05295 290 304.319514 4.93776347651 2.9296 280 287.391852 2.63994715263 2.8297 272 277.981545 2.19909753125 2.72298 268 271.572229 1.33292119627 2.68299 268 268.706596 0.26365541028 2.68300 286 286.000000 0 2.86301 316 283.437094 10.3047171745 3.16302 360 318.324935 11.5764070225 3.6303 396 366.829883 7.36619116951 3.96304 418 377.436141 9.70427248056 4.18305 422 390.951955 7.35735653517 4.22306 412 394.663414 4.20790932513 4.12307 382 386.060201 1.06287978022 3.82308 356 374.145912 5.09716619122 3.56309 328 364.169559 11.027304599 3.28310 294 334.092941 13.6370549 2.94311 276 291.595496 5.65054185399 2.76312 264 274.657809 4.03704887508 2.64313 258 266.036433 3.11489667727 2.58314 266 262.330544 1.37949458036 2.66315 295 267.348840 9.37327451509 2.95316 320 292.684042 8.53623702743 3.2317 338 323.585531 4.26463572698 3.38318 348 346.582715 0.40726586902 3.48319 344 357.387871 3.89182308596 3.44320 330 353.334775 7.07114393762 3.3321 312 336.674869 7.90861195717 3.12322 286 313.128476 9.48548105428 2.86323 262 283.437094 8.18209684293 2.62324 248 264.765444 6.76025960164 2.48325 238 256.645333 7.8341737029 2.38326 248 251.028542 1.2211862866 2.48327 280 256.645333 8.34095235254 2.8328 330 277.981545 15.7631680955 3.3329 380 336.674869 11.4013501825 3.8330 402 373.784807 7.018704745 4.02
331 420 379.912429 9.54465966746 4.2332 428 392.765481 8.23236416883 4.28333 414 400.817132 3.18426766365 4.14334 392 387.595436 1.1236132997 3.92335 368 376.223260 2.23458143168 3.68336 325 370.699360 14.0613413993 3.25337 274 330.174521 20.5016499202 2.74338 250 273.086235 9.23449386413 2.5339 232 257.756516 11.1019466954 2.32340 250 247.439138 1.0243449966 2.5341 265 257.756516 2.73339006289 2.65342 310 266.687207 13.9718688455 3.1343 340 310.568417 8.65634798529 3.4344 370 348.912272 5.69938587631 3.7345 360 371.395374 3.16538168999 3.6346 336 366.829883 9.17556040736 3.36347 304 344.185612 13.2189514208 3.04348 270 303.100099 12.2592960961 2.7349 240 270.113308 12.5472118476 2.4350 226 252.176433 11.5824923807 2.26351 250 243.551698 2.57932096338 2.5352 315 257.756516 18.1725344973 3.15353 354 317.017972 10.4469004536 3.54354 390 362.652742 7.01211732161 3.9355 420 375.723069 10.5421263281 4.2356 452 392.765481 13.1049820006 4.52357 462 430.226569 6.87736596082 4.62358 445 443.772322 0.27588262472 4.45359 390 421.077381 7.96855918858 3.9
327.288888888889 327.05118955439 11.8539770334 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0738196906062 0.074468345679 0.0731766856308 0
2.98339899596438 0.2333908859249 0.660788345679 0.082433817105 0.27394650897652.55536788284878 0.6957556639065 0.9465127901235 0.5114309588937 0.06521275559072.46180966113633 0.705907194834 0.7619350123457 0.6539993039358 0.00382043420982.52176432780368 0.578698675689 0.5973572345679 0.5606229201969 0.00047368596472.57756516333354 0.3692636141868 0.2839705679012 0.480175173681 0.02638507616292.73086234660333 0.1472643657998 0.074468345679 0.2912216356718 0.07243507647592.98339899596438 -0.0364952396799 0.0161572345679 0.082433817105 0.17355639656353.48912272257639 0.0715100305315 0.1070016790123 0.0477906936958 0.01229377064893.66829882968733 0.1460320033789 0.1347705679012 0.1582344449752 0.00080082376173.68996221695574 0.0784838156953 0.0350105679012 0.1759385721325 0.05288262122723.55411334566375 -0.0773916846105 0.074468345679 0.0804297825101 0.30704159984272.98339899596438 0.1931950799837 0.4527794567901 0.082433817105 0.14699479010652.63531643546024 0.541751150178 0.7274194567901 0.4034732725109 0.04636116737932.53307279455421 0.7174463075851 0.9465127901235 0.5438164276685 0.05432292756132.46180966113633 0.7220812395221 0.7972505679012 0.6539993039358 0.00669282065522.51028541990765 0.4355253009312 0.3282016790123 0.5779442942583 0.03599162189962.70113308434134 -0.1008433138952 0.031368345679 0.3241922306464 0.56080165736813.5438509886065 0.1987478916669 0.5286905679012 0.0747142597963 0.2080719205953
3.78990977242762 0.6061950331985 1.362148345679 0.2697741545113 0.42261730398514.19799954726288 1.2865284271178 1.9240772345679 0.8602333440912 0.21344441832934.49300420209037 1.524583738742 1.5552861234568 1.4944874395653 0.00072877310484.30226569261015 0.9565504091912 0.8595350123457 1.0645158977606 0.0104582718853.92765481357398 0.2806730418786 0.1824239012346 0.4318368147171 0.05182671414343.71395374083959 -0.0323219833904 0.0053127901235 0.1966406701592 0.2641484477233.23585531242791 0.0129230547708 0.1390461234568 0.0012010787533 0.1127987908862.87391852027369 0.3065226131533 0.5973572345679 0.1572863053082 0.13981505980372.57756516333354 0.6741601763593 0.9465127901235 0.480175173681 0.07704241989642.46180966113633 0.9323438204681 1.3291527901235 0.6539993039358 0.11683384444612.32923613079726 0.8592801870176 0.8333661234568 0.8860000652994 0.00094641564832.49859132229485 0.550293599774 0.5082105679012 0.5958613714051 0.00377102569752.61157436268976 -0.0837582819539 0.0161572345679 0.4341986722039 0.62161498556813.48912272257639 0.1808154440478 0.6841127901235 0.0477906936958 0.37317104807253.84624628941096 0.4646816263389 0.651428345679 0.3314700922815 0.05464079721413.83291095476956 0.2739508306273 0.2372772345679 0.3162927018179 0.00531600732543.72992016150962 0.012455068544 0.0007350123457 0.2110559548376 0.18483134527253.36674869306377 -0.0455093122494 0.2236239012346 0.0092615211969 0.32120408108952.77981545284996 0.3792538283754 0.5973572345679 0.2407829988725 0.07829668765362.57756516333354 0.785031653513 1.2834372345679 0.480175173681 0.19146327216312.3458976449554 1.1954234910942 1.6715616790123 0.8549115123913 0.13388108658392.198439570827 1.0430072528024 0.9465127901235 1.1493390694239 0.0103145207738
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4.08735354049192 0.185513813586 0.0515794567901 0.6672302729214 0.34498418152843.59257486590986 -0.0685636279135 0.0453216790123 0.1037245568809 0.28363598779893.05549745460113 0.1167289509385 0.294728345679 0.0462312098139 0.10594859295182.72322181439143 0.4011028194757 0.5371261234568 0.2995264329279 0.03357023326892.60007428559442 0.5852175404181 0.7619350123457 0.4494865888348 0.04002971975612.52176432780368 0.578698675689 0.5973572345679 0.5606229201969 0.00047368596472.57756516333354 0.2583921370331 0.1390461234568 0.480175173681 0.10396422389612.87391852027369 -0.0345476895791 0.007588345679 0.1572863053082 0.23627520493293.44185612319363 0.066329254348 0.1498550123457 0.0293588443489 0.04758675098813.69902546075544 0.2001634475721 0.2181927901235 0.1836238755703 0.00167891286633.72528803732627 0.1578578518809 0.1204861234568 0.2068213391345 0.0110855708043.67973604429577 0.0438324532663 0.0114727901235 0.1674644039217 0.08984169625013.46582714775797 -0.0532993621598 0.074468345679 0.0381480477474 0.21699493158832.98339899596438 0.1529992740426 0.2839705679012 0.082433817105 0.05924307123652.73086234660333 0.4170891402701 0.5973572345679 0.2912216356718 0.05329742307922.57756516333354 0.6048655031383 0.7619350123457 0.480175173681 0.03152938722972.52176432780368 0.578698675689 0.5973572345679 0.5606229201969 0.00047368596472.57756516333354 0.3969814834752 0.3282016790123 0.480175173681 0.01499028922952.70113308434134 0.0984392700257 0.0298905679012 0.3241922306464 0.15909481640713.10568416850007 -0.03413765369 0.0428950123457 0.0271681796024 0.14011234171153.57387871415707 0.172042693578 0.3216150123457 0.0920314266355 0.07082053877873.74504874579812 0.4399483865024 0.8595350123457 0.2251852222492 0.20698064369993.92765481357398 0.8063873763027 1.5058016790123 0.4318368147171 0.3275790124254.27578894478759 1.0325312270232 1.0549572345679 1.0105819457361 0.00058617519454.03005949779084 0.5142981208992 0.4584794567901 0.5769125600791 0.00640952318653.77103289021042 0.1637259786998 0.1070016790123 0.250521266102 0.0292522495337
3.66829882968733 -0.0051270315956 0.0001661234568 0.1582344449752 0.1667079343243.31485430749777 -0.0138742480069 0.0978994567901 0.0019662494979 0.12592157954972.9378718276573 0.1639545934605 0.2429394567901 0.1106494147636 0.0249235139679
2.76289026916755 0.2705059244557 0.2839705679012 0.257679715565 0.00052396442262.73086234660333 0.2659872665667 0.2429394567901 0.2912216356718 0.00241450898132.76289026916755 0.1689815991804 0.1108150123457 0.257679715565 0.03136785675552.91595495517007 0.0471166778541 0.0176594567901 0.1257106239672 0.05019618211283.15715774878234 -0.0008060739325 5.0567901235E-05 0.012849162588 0.01509021868423.3409294140599 0.0047257979093 0.0045039012346 0.004958626914 8.6381049474E-07
3.41729573061968 0.0098508262651 0.0045039012346 0.0215454942396 0.0059746299723.41729573061968 -0.0165702640486 0.0127439012346 0.0215454942396 0.06620109299513.18324934718905 0.0194498524444 0.0496794567901 0.0076147523454 0.01775538852633.04319514081884 0.0847638920953 0.1390461234568 0.0516729069787 0.02050484835412.87391852027369 0.1875446005722 0.2236239012346 0.1572863053082 0.00546394763952.77981545284996 0.2713006109828 0.3056861234568 0.2407829988725 0.00357788839962.71572228806009 0.3289285939482 0.3515172345679 0.307791508572 0.00127608186422.68706596499555 0.3459186094896 0.3515172345679 0.3404091538734 4.9927861318E-05
2.86 0.1694958004268 0.1704772345679 0.168520016383 02.83437093728485 0.0492354681768 0.0127439012346 0.1902189354711 0.10603428648473.18324934718905 -0.0285445491507 0.1070016790123 0.0076147523454 0.17368110661843.66829882968733 0.2733238223048 0.4721216790123 0.1582344449752 0.08508957276183.77436141031253 0.4570474931746 0.8228505679012 0.2538643335326 0.16454266544363.90951955421595 0.6052112536134 0.8970194567901 0.4083307878415 0.09639810721433.94663413580447 0.5727506621941 0.7175972345679 0.457141283775 0.03005572286833.86060200760434 0.3228448568651 0.2993305679012 0.3482063403515 0.00164852302153.74145911640744 0.1352141798568 0.0824327901235 0.2217912848391 0.03292741092743.64169559084643 0.0026395284999 5.0567901235E-05 0.1377773356584 0.13082370043773.3409294140599 -0.0234412094971 0.1108150123457 0.004958626914 0.1607443950584
2.91595495517007 0.1818483151962 0.2630550123457 0.1257106239672 0.02432194804212.7465780903022 0.3315918838507 0.400548345679 0.274506632275 0.0113588893325
2.66036433427368 0.4227644657868 0.4800950123457 0.372280046524 0.00645842622332.62330544416244 0.3966656428689 0.3756327901235 0.4188761907098 0.00134649042812.67348840180478 0.192772252534 0.1042572345679 0.3564370520765 0.07645866393652.92684041512219 0.0250498323507 0.0053127901235 0.1181100864552 0.07461615881063.23585531242791 -0.0037121051249 0.0114727901235 0.0012010787533 0.02077769095533.46582714775797 0.040451958903 0.0428950123457 0.0381480477474 0.00020086974073.57387871415707 0.0506959661327 0.0279261234568 0.0920314266355 0.01792351010443.53334774994162 0.0071257720526 0.0007350123457 0.069082686357 0.05445117240283.36674869306377 -0.014713537043 0.0233750123457 0.0092615211969 0.06088491752873.13128475815232 0.0574853380608 0.1704772345679 0.0193841957863 0.07359542000582.83437093728485 0.2847515856367 0.4262639012346 0.1902189354711 0.04595489875242.64765443812064 0.4938567573525 0.6286727901235 0.3879514122678 0.02810801062152.56645333412901 0.6286460666144 0.7972505679012 0.4956984579016 0.03476484580782.51028541990765 0.6027751255711 0.6286727901235 0.5779442942583 0.0009172066592.56645333412901 0.3329414708202 0.2236239012346 0.4956984579016 0.05454404513952.77981545284996 -0.0133033257797 0.0007350123457 0.2407829988725 0.27059196309373.36674869306377 0.0507274852705 0.2778461234568 0.0092615211969 0.1877066949623.73784806925101 0.3491520480007 0.5581750123457 0.2184030992552 0.0796097120254
3.79912429396667 0.4900824280488 0.8595350123457 0.2794310677663 0.16070133168773.92765481357398 0.6618159343361 1.0142727901235 0.4318368147171 0.12414713039764.00817131872483 0.639632682056 0.7518816790123 0.5441414246076 0.01737880120683.8759543586519 0.3917885450157 0.4187527901235 0.3665605761343 0.0019400185218
3.76223259668584 0.2001849609982 0.1657394567901 0.2417892479315 0.00676219995773.70699359547688 -0.0099905811318 0.0005239012346 0.1905162743764 0.20884314630693.30174520781313 -0.0166438850715 0.2839705679012 0.0009755197953 0.3155576785012.73086234660333 0.4170891402701 0.5973572345679 0.2912216356718 0.05329742307922.57756516333354 0.6603012417151 0.9079972345679 0.480175173681 0.0663398133632.47439137508501 0.6153127044791 0.5973572345679 0.6338078830957 0.000655801672.57756516333354 0.4316288200857 0.3879905679012 0.480175173681 0.00524680556292.66687206579061 0.1043626194551 0.0298905679012 0.3643810440646 0.18759980739253.10568416850007 -0.0209514355265 0.0161572345679 0.0271681796024 0.08662180867153.48912272257639 0.0933711132348 0.1824239012346 0.0477906936958 0.04446922613363.71395374083959 0.1450547547278 0.1070016790123 0.1966406701592 0.01298545505133.66829882968733 0.0346516618187 0.007588345679 0.1582344449752 0.09504816838663.44185612319363 -0.0399041667949 0.0542372345679 0.0293588443489 0.16148834374823.03100099459371 0.1372131339221 0.3282016790123 0.057365471674 0.1095616584222.70113308434134 0.4970044378675 0.7619350123457 0.3241922306464 0.09068113448492.52176432780368 0.7583980919466 1.0259439012346 0.5606229201969 0.06852056331052.43551697591554 0.6453582956594 0.5973572345679 0.6972165158052 0.00415806039512.57756516333354 0.0851554539805 0.0151016790123 0.480175173681 0.32768164222943.17017972394145 -0.0267998378369 0.071348345679 0.0100665446585 0.1367670365843.62652742445724 0.2232612939097 0.393268345679 0.1267470568274 0.0747872495743.75723069422049 0.4512424062397 0.8595350123457 0.2368951889852 0.19604465814053.92765481357398 0.8195302346633 1.5552861234568 0.4318368147171 0.35087281988214.30226569261015 1.389887003959 1.814708345679 1.0645158977606 0.10095509009254.4377232231999 1.3739374227986 1.3855905679012 1.3623822834085 0.0001507192486
4.21077380835475 0.5896486928783 0.393268345679 0.8840924646827 0.09658035995933.2705118955439 227.3676794611 297.63219555556 228.50870612965 71.407576798056
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718412228604 RMSE --> 0.4453699361145
512 0 514.666432 0512 400 514.6664324 400
164 0 179.660634 0164 400 179.6606345 400
SKEMA 3A ; ROI 0,505 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.733852 23.0625416474 2.462 230 255.327941 11.0121483316 2.33 240 243.075198 1.28133239578 2.44 250 250.706156 0.28246230515 2.55 274 258.445201 5.67693378854 2.746 300 278.245343 7.25155228587 37 340 302.733852 10.9606316316 3.48 360 343.306566 4.63706487713 3.69 364 360.409390 0.98643144608 3.64
10 346 363.345882 5.01326073952 3.4611 300 348.837597 16.2791988625 312 260 302.733852 16.4360970972 2.613 242 266.427473 10.0939970109 2.4214 230 252.240997 9.669998709 2.315 238 243.075198 2.13243602936 2.3816 270 249.175616 7.71273482329 2.717 345 274.778571 20.3540373923 3.4518 400 347.937309 13.0156726948 419 444 385.257329 13.2303313642 4.4420 466 421.221484 9.60912353592 4.6621 452 447.326268 1.03401139899 4.5222 420 430.160042 2.41905770011 4.223 370 398.907214 7.81276043314 3.724 320 367.458763 14.8308632974 3.225 290 323.272063 11.4731251427 2.926 250 292.921880 17.1687520727 2.527 230 258.445201 12.367478878 2.328 212 243.075198 14.6581121462 2.1229 236 229.211052 2.87667287881 2.3630 256 247.648301 3.2623822961 2.5631 340 263.196910 22.5891440489 3.432 410 343.306566 16.2666911116 4.133 408 391.617565 4.01530263479 4.0834 376 390.281344 3.79822966082 3.7635 330 371.267525 12.5053107363 3.336 280 333.511043 19.111086812 2.837 250 283.594864 13.4379457924 2.538 214 258.445201 20.76878571 2.1439 198 230.774875 16.5529669536 1.9840 230 217.999104 5.21778086595 2.341 280 243.075198 13.187429375 2.842 390 283.594864 27.2833680818 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.441048 13.7633981889 4.444 460 417.020017 9.34347462592 4.645 448 439.751961 1.84108021158 4.4846 420 425.604314 1.33436040711 4.247 364 398.907214 9.58989384687 3.6448 318 363.345882 14.2597113707 3.1849 280 321.200495 14.7144623386 2.850 240 283.594864 18.1645268671 2.451 217 250.706156 15.5327906741 2.1752 200 233.106509 16.5532543442 253 230 219.632938 4.50741831509 2.354 250 243.075198 2.76992090005 2.555 290 258.445201 10.8809650278 2.956 360 292.921880 18.6328110606 3.657 380 360.409390 5.15542380625 3.858 388 373.674649 3.69210075358 3.8859 354 378.300462 6.8645372659 3.5460 300 355.694693 18.5648975436 361 250 302.733852 21.0935409811 2.562 180 258.445201 43.5806674552 1.863 182 202.724444 11.3870573678 1.8264 227 204.475126 9.92285189186 2.2765 290 240.787339 16.9698832321 2.966 335 292.921880 12.5606327815 3.3567 438 338.485075 22.7203025791 4.3868 452 414.989578 8.18814647958 4.5269 442 430.160042 2.67872345239 4.4270 424 419.097599 1.15622655391 4.2471 396 402.139393 1.55035165253 3.9672 364 382.891693 5.19002542688 3.6473 300 363.345882 21.1152940529 374 258 302.733852 17.338702501 2.5875 210 264.805245 26.0977354855 2.176 196 227.638920 16.1423060842 1.9677 220 216.353384 1.65755286745 2.278 246 235.423404 4.29942926565 2.4679 350 255.327941 27.0491596678 3.580 450 352.345098 21.7010894198 4.581 464 427.861136 7.78854825964 4.6482 464 444.767857 4.14485850606 4.6483 400 444.767857 11.191964133 484 270 385.257329 42.6878995344 2.785 224 274.778571 22.6690049091 2.2486 202 238.494254 18.0664623641 2.0287 186 221.255278 18.9544506574 1.8688 178 207.935300 16.817584473 1.7889 200 200.959895 0.47994755 290 250 219.632938 12.1468248499 2.5
91 320 258.445201 19.2358745564 3.292 368 323.272063 12.15433073 3.6893 396 366.124635 7.5442840671 3.9694 440 382.891693 12.9791607832 4.495 450 417.020017 7.32888517316 4.596 400 427.861136 6.96528401882 497 315 385.257329 22.3039138866 3.1598 270 318.090287 17.8112172817 2.799 235 274.778571 16.9270514878 2.35
100 208 246.885521 18.6949620946 2.08101 222 226.057847 1.82785901719 2.22102 250 236.961106 5.21555751301 2.5103 336 258.445201 23.0817852918 3.36104 460 339.462863 26.2037254624 4.6105 478 439.751961 8.00168187194 4.78106 490 463.303684 5.448227791 4.9107 470 480.172928 2.1644526755 4.7108 420 452.537617 7.74705176913 4.2109 330 398.907214 20.880973819 3.3110 265 333.511043 25.8532238014 2.65111 206 270.549960 31.3349320553 2.06112 184 224.467243 21.9930666135 1.84113 174 206.212037 18.5126648165 1.74114 200 197.388940 1.30552984582 2115 345 219.632938 36.3382788767 3.45116 410 347.937309 15.1372416534 4.1117 450 391.617565 12.9738743889 4.5118 474 427.861136 9.73393753686 4.74119 480 457.866653 4.6111139326 4.8120 425 466.059790 9.66112704675 4.25121 370 402.977499 8.91283754983 3.7122 300 367.458763 22.4862541838 3123 240 302.733852 26.1391051886 2.4124 204 250.706156 22.8951743936 2.04125 190 222.866556 17.2981875419 1.9126 230 211.341531 8.11237775925 2.3127 350 243.075198 30.5499435 3.5128 466 352.345098 24.389464032 4.66129 494 447.326268 9.44812379017 4.94130 510 485.954804 4.71474435151 5.1131 508 509.691761 0.33302386125 5.08132 480 506.679060 5.55813743413 4.8133 407 466.059790 14.5110049014 4.07134 330 389.626567 18.0686565923 3.3135 270 333.511043 23.5226085458 2.7136 210 274.778571 30.8469385697 2.1137 180 227.638920 26.466066625 1.8138 170 202.724444 19.249673182 1.7
139 210 193.761999 7.73238160921 2.1140 335 227.638920 32.0480836045 3.35141 420 338.485075 19.4083155468 4.2142 444 398.907214 10.1560329724 4.44143 458 421.221484 8.03024359768 4.58144 466 437.297064 6.1594284185 4.66145 420 447.326268 6.50625439918 4.2146 340 398.907214 17.3256510596 3.4147 270 343.306566 27.1505801638 2.7148 215 274.778571 27.80398651 2.15149 180 231.553878 28.6410434154 1.8150 183 202.724444 10.7783849231 1.83151 230 205.345296 10.7194366078 2.3152 370 243.075198 34.3040006081 3.7153 470 367.458763 21.8172845635 4.7154 496 452.537617 8.76257713098 4.96155 512 488.871351 4.51731423788 5.12156 500 512.715534 2.5431068459 5157 450 494.751519 9.94478201651 4.5158 380 427.861136 12.5950358093 3.8159 290 373.674649 28.8533272676 2.9160 220 292.921880 33.1463091736 2.2161 174 235.423404 35.3008069003 1.74162 164 197.388940 20.3591099441 1.64163 194 188.216911 2.98097359756 1.94164 225 214.695421 4.57981267489 2.25165 266 239.259389 10.0528612907 2.66166 350 271.386801 22.4609140121 3.5167 426 352.345098 17.28988319 4.26168 460 403.827794 12.211349082 4.6169 456 439.751961 3.56316652365 4.56170 390 434.879259 11.5075022332 3.9171 248 379.441048 53.0004225681 2.48172 208 256.882235 23.5010744039 2.08173 194 226.057847 16.5246634114 1.94174 184 214.695421 16.6822942834 1.84175 234 206.212037 11.8751979569 2.34176 288 246.123151 14.5405726311 2.88177 380 291.015684 23.4169253588 3.8178 445 373.674649 16.0281687469 4.45179 474 422.300500 10.9070675841 4.74180 510 510.000000 0 5.1181 500 509.691761 1.93835224303 5182 470 494.751519 5.26628065411 4.7183 404 452.537617 12.0142617402 4.04184 312 387.711297 24.2664414835 3.12185 240 314.983754 31.2432309924 2.4186 190 250.706156 31.9506082962 1.9
187 180 211.341531 17.4119617521 1.8188 236 202.724444 14.099811691 2.36189 276 247.648301 10.2723545935 2.76190 344 280.008219 18.6022619881 3.44191 408 347.028076 14.9440991396 4.08192 452 390.281344 13.6545700167 4.52193 442 430.160042 2.67872345239 4.42194 415 419.097599 0.98737335215 4.15195 368 395.128176 7.37178707884 3.68196 320 366.124635 14.413948467 3.2197 246 323.272063 31.4114076885 2.46198 230 255.327941 11.0121483316 2.3199 242 243.075198 0.44429659086 2.42200 280 252.240997 9.91392963189 2.8201 350 283.594864 18.9728958626 3.5202 405 352.345098 13.0012104665 4.05203 465 388.341920 16.4856086013 4.65204 500 446.042991 10.7914017265 5205 510 494.751519 2.98989822072 5.1206 460 509.691761 10.8025567859 4.6207 405 439.751961 8.58073102522 4.05208 290 388.341920 33.9110068979 2.9209 240 292.921880 22.0507834091 2.4210 207 250.706156 21.1140849096 2.07211 192 225.263772 17.3248810274 1.92212 210 213.024898 1.44042783568 2.1213 300 227.638920 24.120360025 3214 370 302.733852 18.1800398777 3.7215 410 367.458763 10.3759115728 4.1216 424 391.617565 7.63736668631 4.24217 418 402.139393 3.79440369761 4.18218 400 397.361692 0.65957691761 4219 320 385.257329 20.3929152321 3.2220 244 323.272063 32.4885503745 2.44221 228 253.781227 11.3075558657 2.28222 190 241.550383 27.1317803476 1.9223 200 211.341531 5.67076557686 2224 250 219.632938 12.1468248499 2.5225 336 258.445201 23.0817852918 3.36226 410 339.462863 17.204179787 4.1227 456 391.617565 14.118954989 4.56228 488 434.879259 10.8853978054 4.88229 510 477.309361 6.40992917153 5.1230 480 509.691761 6.18578358649 4.8231 428 466.059790 8.89247428708 4.28232 330 405.565163 22.8985343531 3.3233 280 333.511043 19.111086812 2.8234 254 283.594864 11.6515214492 2.54
235 234 261.601479 11.7955037152 2.34236 222 246.123151 10.8662841542 2.22237 246 236.961106 3.67434706606 2.46238 290 255.327941 11.9558823577 2.9239 355 292.921880 17.486794315 3.55240 390 356.506499 8.58807718603 3.9241 396 379.441048 4.18155354322 3.96242 380 382.891693 0.76097172469 3.8243 345 373.674649 8.31149248583 3.45244 290 347.937309 19.97838249 2.9245 250 292.921880 17.1687520727 2.5246 214 258.445201 20.76878571 2.14247 202 230.774875 14.2449874099 2.02248 216 221.255278 2.43299917717 2.16249 260 232.331059 10.6419002177 2.6250 330 266.427473 19.264402192 3.3251 380 333.511043 12.2339360332 3.8252 435 373.674649 14.0977818216 4.35253 474 412.033872 13.0730228098 4.74254 486 457.866653 5.78875450134 4.86255 474 474.465277 0.09815964475 4.74256 435 457.866653 5.25670186747 4.35257 350 412.033872 17.7239633947 3.5258 306 352.345098 15.1454567355 3.06259 273 308.810947 13.1175628687 2.73260 254 277.371366 9.20132502795 2.54261 240 261.601479 9.00061612229 2.4262 250 250.706156 0.28246230515 2.5263 290 258.445201 10.8809650278 2.9264 336 292.921880 12.8208689935 3.36265 366 339.462863 7.25058391443 3.66266 374 364.754288 2.47211539623 3.74267 362 370.027503 2.21754235783 3.62268 338 361.897947 7.07039845751 3.38269 300 341.398824 13.7996081054 3270 274 302.733852 10.4868074645 2.74271 250 278.245343 11.298137257 2.5272 240 258.445201 7.68550059141 2.4273 250 250.706156 0.28246230515 2.5274 270 258.445201 4.27955502985 2.7275 310 274.778571 11.3617512915 3.1276 348 312.918488 10.080894341 3.48277 384 350.610464 8.69519157961 3.84278 420 376.008510 10.4741642478 4.2279 450 398.907214 11.3539525328 4.5280 430 427.861136 0.49741021505 4.3281 395 407.351787 3.12703460308 3.95282 360 382.310537 6.19737127759 3.6
283 326 360.409390 10.5550274651 3.26284 296 329.449820 11.3006147583 2.96285 278 298.755998 7.46618641563 2.78286 274 281.791299 2.84353961193 2.74287 278 278.245343 0.08825292892 2.78288 294 281.791299 4.15261954534 2.94289 314 296.792711 5.48002845187 3.14290 328 317.053986 3.33719927506 3.28291 334 331.487960 0.75210777485 3.34292 334 337.501175 1.04825586054 3.34293 316 337.501175 6.80416916905 3.16294 305 319.127000 4.63180328305 3.05295 290 307.790216 6.13455730607 2.9296 280 292.921880 4.6149572078 2.8297 272 283.594864 4.26281782387 2.72298 268 276.502287 3.17249523948 2.68299 268 273.073626 1.89314390967 2.68300 286 286.000000 0 2.86301 316 289.129626 8.50328278165 3.16302 360 319.127000 11.3536111074 3.6303 396 360.409390 8.98752789488 3.96304 418 382.891693 8.39911661391 4.18305 422 397.361692 5.83846153328 4.22306 412 400.499448 2.79139608759 4.12307 382 392.991500 2.87735600424 3.82308 356 374.848836 5.29461674101 3.56309 328 357.307922 8.93534206283 3.28310 294 331.487960 12.7510068136 2.94311 276 296.792711 7.53359081924 2.76312 264 280.008219 6.06371922769 2.64313 258 269.717372 4.54161706603 2.58314 266 264.805245 0.44915619563 2.66315 295 271.386801 8.0044742517 2.95316 320 297.772115 6.94621402191 3.2317 338 323.272063 4.35737783617 3.38318 348 341.398824 1.89688956433 3.48319 344 350.610464 1.9216466088 3.44320 330 347.028076 5.16002288197 3.3321 312 333.511043 6.89456508771 3.12322 286 314.983754 10.1341798537 2.86323 262 289.129626 10.3548192404 2.62324 248 268.064547 8.09054304644 2.48325 238 256.882235 7.93371208408 2.38326 248 249.175616 0.47403870045 2.48327 280 256.882235 8.25634472853 2.8328 330 283.594864 14.0621622785 3.3329 380 333.511043 12.2339360332 3.8330 402 373.674649 7.046107195 4.02
331 420 386.471458 7.98298626989 4.2332 428 398.907214 6.79737999939 4.28333 414 405.565163 2.0374001533 4.14334 392 394.405496 0.6136470256 3.92335 368 380.583655 3.41947144769 3.68336 325 366.124635 12.6537338752 3.25337 274 328.425952 19.8634863053 2.74338 250 278.245343 11.298137257 2.5339 232 258.445201 11.3987937153 2.32340 250 244.599123 2.16035092737 2.5341 265 258.445201 2.47350889834 2.65342 310 270.549960 12.7258193439 3.1343 340 312.918488 7.96515067841 3.4344 370 343.306566 7.21444150207 3.7345 360 367.458763 2.07187848653 3.6346 336 360.409390 7.26469926675 3.36347 304 339.462863 11.6654154188 3.04348 270 306.772380 13.6194001123 2.7349 240 274.778571 14.4910712485 2.4350 226 250.706156 10.9319273287 2.26351 250 240.023713 3.99051494543 2.5352 315 258.445201 17.9539043113 3.15353 354 318.090287 10.143986819 3.54354 390 355.694693 8.79623265879 3.9355 420 379.441048 9.65689334075 4.2356 452 398.907214 11.7461916808 4.52357 462 430.160042 6.89176572718 4.62358 445 442.242657 0.61962768531 4.45359 390 422.300500 8.2821793978 3.9
327.288888888889 327.36537961227 11.8682895288 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746770803641 0.074468345679 0.0748864001324 0
3.02733852452645 0.2002269474442 0.660788345679 0.0606712130215 0.32187300141182.55327941162716 0.7008442345159 0.9465127901235 0.5189392538373 0.06415046035422.43075197749872 0.7357596319011 0.7619350123457 0.7104834758396 0.00094568412012.50706155762867 0.5924906234405 0.5973572345679 0.5876636601193 4.9865596143E-052.58445201419392 0.3672679717923 0.2839705679012 0.4749990962138 0.02419517588832.78245343142401 0.1340431217444 0.074468345679 0.2412777982801 0.04732650949923.02733852452645 -0.0313094078562 0.0161572345679 0.0606712130215 0.13887657530213.43306566442339 0.0521453933641 0.1070016790123 0.0254121437551 0.02786707239443.60409389536266 0.1213082319876 0.1347705679012 0.1091906591857 0.00128924835023.63345882158724 0.067323518098 0.0350105679012 0.1294596563495 0.03008796278643.48837596587637 -0.0585952943239 0.074468345679 0.0461056101837 0.23851108404573.02733852452645 0.1657428094208 0.4527794567901 0.0606712130215 0.18261821454442.66427472766338 0.5197326366104 0.7274194567901 0.3713428490763 0.0596701425752.5224099703071 0.7308767709824 0.9465127901235 0.5643672858261 0.049466194892
2.43075197749872 0.7526176682736 0.7972505679012 0.7104834758396 0.002575763222.49175615977106 0.4479404681143 0.3282016790123 0.6113639137323 0.04336549699332.74778570996423 -0.0931370810374 0.031368345679 0.27653724404 0.49310490913043.47937309220927 0.1495807859545 0.5286905679012 0.0423204287824 0.27105237711573.8525732874278 0.675663370741 1.362148345679 0.335147777413 0.34507014264344.2122148432261 1.3018884568932 1.9240772345679 0.8808968391398 0.200511546627
4.47326268476569 1.4960455740143 1.5552861234568 1.4390614857113 0.00218437663534.30160042340447 0.9530207397821 0.8595350123457 1.05667426854 0.0103226460363.98907213602614 0.3055631220654 0.1824239012346 0.5118234010702 0.08356269982673.67458762551522 -0.0292236213424 0.0053127901235 0.1607479355514 0.22523341429223.2327206291373 0.0152635231559 0.1390461234568 0.0016755241595 0.11070301705352.9292188018185 0.2662099800422 0.5973572345679 0.1186354653013 0.1842287798345
2.58445201419392 0.6705167558409 0.9465127901235 0.4749990962138 0.0809129483792.43075197749872 0.9717721411158 1.3291527901235 0.7104834758396 0.09656679151942.29211052006001 0.8960399506812 0.8333661234568 0.9634272027839 0.00460898148652.47648301321975 0.5682941936784 0.5082105679012 0.6354812571141 0.00697508708092.63196910233709 -0.0815652544101 0.0161572345679 0.4117592462387 0.58987145976493.43306566442339 0.1318513275145 0.6841127901235 0.0254121437551 0.4448014079713.91617565250051 0.5185865294143 0.651428345679 0.4128343359232 0.02683841683363.90281343524683 0.30647065088 0.2372772345679 0.3958418515028 0.0203956772873.71267525429874 0.0119023595328 0.0007350123457 0.192739840739 0.17030086551053.3351104307366 -0.0290621596574 0.2236239012346 0.0037769179381 0.2863431730831
2.83594864480932 0.3382974480595 0.5973572345679 0.1915857994863 0.11286149194922.58445201419392 0.7807890409495 1.2834372345679 0.4749990962138 0.1975375929212.30774874568097 1.2488079074378 1.6715616790123 0.9329725664688 0.10741924029542.17999104008317 1.0640123435425 0.9465127901235 1.196098223948 0.01440215046032.43075197749872 0.3985989044515 0.2236239012346 0.7104834758396 0.13634410212112.83594864480932 -0.2744897637792 0.393268345679 0.1915857994863 1.1322052864831
3.79441047968831 0.5869506442322 1.2703794567901 0.2711875234783 0.36673866711134.17020016720775 1.1898166506933 1.7612239012346 0.8037953955058 0.18472789626824.39751960652137 1.3566309071301 1.4571172345679 1.2630743597831 0.00680301530844.25604313709858 0.9107840734559 0.8595350123457 0.965088817263 0.00314083321593.98907213602614 0.2626380216712 0.1347705679012 0.5118234010702 0.12185135614993.63345882158724 -0.033421889032 0.008628345679 0.1294596563495 0.20562490287533.21200494548092 0.0291530564813 0.2236239012346 0.0038005807855 0.16974807510072.83594864480932 0.3820679631909 0.7619350123457 0.1915857994863 0.19005122091112.50706155762867 0.8454660621435 1.2163639012346 0.5876636601193 0.11361049363112.33106508688331 1.1998106947829 1.6202461234568 0.8884734747856 0.10960409175312.19632937875287 1.0481169553878 0.9465127901235 1.1606279002612 0.01074759770982.43075197749872 0.6514694500387 0.5973572345679 0.7104834758396 0.00479528862032.58445201419392 0.2569956866837 0.1390461234568 0.4749990962138 0.09957053134632.9292188018185 -0.1126685136924 0.1070016790123 0.1186354653013 0.4499474158338
3.60409389536266 0.174178647866 0.2778461234568 0.1091906591857 0.03837920183423.73674649076097 0.2811487203893 0.3685839012346 0.2144548438273 0.02052156790933.7830046192128 0.136053264301 0.071348345679 0.2594382609826 0.0590512449588
3.55694692630728 -0.0773075475259 0.074468345679 0.0802549976098 0.31018987872313.02733852452645 0.1903743365804 0.5973572345679 0.0606712130215 0.27808591944972.58445201419392 1.0151176468053 2.1694016790123 0.4749990962138 0.61536496257292.02724444409334 1.8108942985706 2.1108861234568 1.5535362728262 0.04295025960762.04475126205468 1.2324526969442 1.0057861234568 1.5102014382388 0.0507369939462.40787338626847 0.3228398950523 0.1390461234568 0.7495757180874 0.24218860394292.9292188018185 -0.0265597651163 0.0059461234568 0.1186354653013 0.1770568167431
3.38485074703371 0.1231073798753 1.2256950123457 0.0123647618919 0.99032203567944.14989577912291 1.0927711130216 1.5552861234568 0.7678000127721 0.1369771343114.30160042340447 1.1791689977841 1.3158639012346 1.05667426854 0.0140184597384.19097599411424 0.8871524901465 0.9353039012346 0.841480014928 0.00240335315314.02139392544004 0.5137805510776 0.4721216790123 0.5591153009915 0.00376921408093.82891692553839 0.2038432643988 0.1347705679012 0.3083171428885 0.03568960475493.63345882158724 -0.0981867936157 0.074468345679 0.1294596563495 0.40127007864673.02733852452645 0.1706691148527 0.4800950123457 0.0606712130215 0.20011175552552.64805244519622 0.7337608733755 1.375668345679 0.391377050281 0.30036148268562.27638919925005 1.3092976085164 1.7236772345679 0.9945366761756 0.10010212540212.16353383691606 1.1910353695666 1.1510905679012 1.2323663238289 0.00132978105012.35423404006489 0.7473861039243 0.660788345679 0.8453326878294 0.0111864382812.55327941162716 -0.1636050268788 0.0515794567901 0.5189392538373 0.8962798724493.52345097610699 0.306528895083 1.5058016790123 0.0623986311281 0.95364799606644.27861136075276 1.3738886528009 1.8689927901235 1.0099397067072 0.1306017485774.4476785653188 1.6050223066877 1.8689927901235 1.378334158686 0.03698753423784.4476785653188 0.8536464544021 0.5286905679012 1.378334158686 0.20041609784593.8525732874278 -0.3316565441299 0.3282016790123 0.335147777413 1.3284251828921
2.74778570996423 0.5431633032143 1.0668594567901 0.27653724404 0.25784632724392.38494253975485 1.1134564585338 1.5697305679012 0.7898076971949 0.13318305732272.21255278222684 1.4992178325222 1.9962550123457 1.1259353616908 0.12429346425592.07935300361861 1.7829583831205 2.2287172345679 1.4263543829759 0.08961222077552.00959895100005 1.6090013673028 1.6202461234568 1.597834651478 9.2139860301E-052.19632937875287 0.8326520719138 0.5973572345679 1.1606279002612 0.0922158462086
2.58445201419392 0.050235152105 0.0053127901235 0.4749990962138 0.37889932282993.2327206291373 -0.0166643470927 0.1657394567901 0.0016755241595 0.2000588355993
3.66124635094271 0.2663191510008 0.4721216790123 0.1502279885519 0.0892537428253.82891692553839 0.6258432427548 1.2703794567901 0.3083171428885 0.32613587793654.17020016720775 1.1001620135848 1.5058016790123 0.8037953955058 0.10876792970984.27861136075276 0.7307158114377 0.5286905679012 1.0099397067072 0.07762429034053.8525732874278 -0.0711427730426 0.0151016790123 0.335147777413 0.4936092242071
3.18090286660638 0.053135976954 0.3282016790123 0.0086027349261 0.23126756711022.74778570996423 0.4853178137369 0.8517239012346 0.27653724404 0.15823347105172.46885521156788 0.9600352893089 1.4229839012346 0.6477007617014 0.15120837556352.2605784701816 1.0666557542909 1.1085750123457 1.0263216160307 0.0016466122423
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2.89129626409977 0.2496369842407 0.4262639012346 0.1461972822947 0.07360166291452.6806454675516 0.4701897147426 0.6286727901235 0.3516588777547 0.040258603649
2.56882234760118 0.6293361689243 0.7972505679012 0.4967873708249 0.03565387895362.49175615977106 0.6199579481117 0.6286727901235 0.6113639137323 0.00013820729262.56882234760118 0.3333069605453 0.2236239012346 0.4967873708249 0.05344310696862.83594864480932 -0.0118666729912 0.0007350123457 0.1915857994863 0.21534366025433.3351104307366 0.0323944749565 0.2778461234568 0.0037769179381 0.2161223116099
3.73674649076097 0.3459816976386 0.5581750123457 0.2144548438273 0.0802325504962
3.86471457666463 0.5479790169824 0.8595350123457 0.3493528462948 0.11241631510123.98907213602614 0.7205057592094 1.0142727901235 0.5118234010702 0.08463902203644.05565163365329 0.6780790137876 0.7518816790123 0.6115206179025 0.00711464690543.94405496340366 0.4338240442494 0.4187527901235 0.4494377250917 0.00057864126443.80583654927492 0.21665751195 0.1657394567901 0.2832184827527 0.01583483713343.66124635094271 -0.0088715629214 0.0005239012346 0.1502279885519 0.16912356116373.28425952476548 -0.0056516749523 0.2839705679012 0.00011248148 0.29621843029792.78245343142401 0.3796433040938 0.5973572345679 0.2412777982801 0.07977994092322.58445201419392 0.6567327202024 0.9079972345679 0.4749990962138 0.06993486781122.44599122681584 0.6396912035665 0.5973572345679 0.6850253286316 0.00291694758092.58445201419392 0.4292961321659 0.3879905679012 0.4749990962138 0.00429653844322.70549960033974 0.0982275476265 0.0298905679012 0.3227991901858 0.15563056533213.1291848769339 -0.0183636048391 0.0161572345679 0.0208712686116 0.0733408308813
3.43306566442339 0.0680865801942 0.1824239012346 0.0254121437551 0.07125393950973.67458762551522 0.1311499104146 0.1070016790123 0.1607479355514 0.005563313883.60409389536266 0.0287850042005 0.007588345679 0.1091906591857 0.05958182975333.39462862873168 -0.0281736943498 0.0542372345679 0.0146349101248 0.12576146431613.06772380303165 0.1179750049308 0.3282016790123 0.0424071620545 0.13522079531612.74778570996423 0.459024409429 0.7619350123457 0.27653724404 0.12095490005532.50706155762867 0.7764727606791 1.0259439012346 0.5876636601193 0.06103941325792.40023712636422 0.6750540394267 0.5973572345679 0.762856679012 0.00995263095612.58445201419392 0.0846952412015 0.0151016790123 0.4749990962138 0.31984452424933.18090286660638 -0.0247748038397 0.071348345679 0.0086027349261 0.12895075121153.55694692630728 0.1776562696402 0.393268345679 0.0802549976098 0.117685411373.79441047968831 0.4827993075191 0.8595350123457 0.2711875234783 0.16450285898673.98907213602614 0.8922061607863 1.5552861234568 0.5118234010702 0.28188439674384.30160042340447 1.3847583232405 1.814708345679 1.05667426854 0.10137829037624.42242656800389 1.3522331939233 1.3855905679012 1.3196788814156 0.0007602941524.22300499651422 0.5953486861122 0.393268345679 0.9012677016848 0.10433222777323.2736537961227 226.69598502073 297.63219555556 227.15539141564 71.395827559647
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718511604351 RMSE --> 0.4453332945348
512 0 512.715534 0512 400 512.7155342 400
164 0 188.216911 0164 400 188.2169112 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 491,006 cm
LLWL real = 164cm
LLWL skema1a = 186,254 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,006 cm
LLWL real = 164cm
LLWL skema1a = 186,254 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,006 cm
LLWL real = 164cm
LLWL skema1a = 186,254 cm
SKEMA 3A ; ROI 0,507 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.769541 23.0770491419 2.462 230 255.333462 11.0145487555 2.33 240 243.062937 1.27622386603 2.44 250 250.704049 0.2816194537 2.55 274 258.456191 5.67292289359 2.746 300 278.285830 7.23805674075 37 340 302.769541 10.9501350326 3.48 360 343.250041 4.65276645788 3.69 364 360.339315 1.00568276893 3.64
10 346 363.280952 4.99449486195 3.4611 300 348.770918 16.2569725978 312 260 302.769541 16.4498234189 2.613 242 266.452346 10.1042750183 2.4214 230 252.241333 9.67014478193 2.315 238 243.062937 2.12728457078 2.3816 270 249.171186 7.71437557046 2.717 345 274.815431 20.343353268 3.4518 400 347.872022 13.0319945376 419 444 385.308118 13.2188923189 4.4420 466 421.262258 9.6003738784 4.6621 452 447.310400 1.03752208706 4.5222 420 430.179928 2.42379235095 4.223 370 398.985896 7.8340258642 3.724 320 367.406527 14.8145398077 3.225 290 323.266399 11.4711721825 2.926 250 292.966127 17.1864508464 2.527 230 258.456191 12.3722570746 2.328 212 243.062937 14.6523289049 2.1229 236 229.191925 2.88477736658 2.3630 256 247.641683 3.26496775819 2.5631 340 263.216299 22.5834414078 3.432 410 343.250041 16.2804778655 4.133 408 391.690128 3.99751763397 4.0834 376 390.350756 3.81669040625 3.7635 330 371.233069 12.4948694261 3.336 280 333.478454 19.0994479965 2.837 250 283.638998 13.4555993146 2.538 214 258.456191 20.7739211549 2.1439 198 230.755712 16.5432891264 1.9840 230 217.985574 5.2236636402 2.341 280 243.062937 13.1918081148 2.842 390 283.638998 27.2720517214 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.458126 13.7595169088 4.444 460 417.070495 9.33250102185 4.645 448 439.750841 1.84133014955 4.4846 420 425.634789 1.34161650366 4.247 364 398.985896 9.61150980702 3.6448 318 363.280952 14.2392931517 3.1849 280 321.200033 14.7142975925 2.850 240 283.638998 18.1829159527 2.451 217 250.704049 15.5318196471 2.1752 200 233.087671 16.5438353874 253 230 219.618070 4.51388252677 2.354 250 243.062937 2.77482508862 2.555 290 258.456191 10.8771754236 2.956 360 292.966127 18.6205202456 3.657 380 360.339315 5.17386454708 3.858 388 373.654107 3.69739507751 3.8859 354 378.310017 6.86723643258 3.5460 300 355.622127 18.5407088542 361 250 302.769541 21.1078163557 2.562 180 258.456191 43.5867729286 1.863 182 202.729217 11.3896794915 1.8264 227 204.477415 9.92184360454 2.2765 290 240.772838 16.9748833191 2.966 335 292.966127 12.5474247415 3.3567 438 338.439730 22.730655198 4.3868 452 415.044587 8.17597641609 4.5269 442 430.179928 2.6742244629 4.4270 424 419.143319 1.14544357801 4.2471 396 402.216205 1.56974877431 3.9672 364 382.930060 5.20056583549 3.6473 300 363.280952 21.0936507408 374 258 302.769541 17.3525352284 2.5875 210 264.827402 26.1082865154 2.176 196 227.620028 16.132667299 1.9677 220 216.341352 1.6630216427 2.278 246 235.405345 4.30677028154 2.4679 350 255.333462 27.0475822464 3.580 450 352.274247 21.7168340324 4.581 464 427.886335 7.78311735179 4.6482 464 444.756763 4.14724930786 4.6483 400 444.756763 11.1891908029 484 270 385.308118 42.7067104089 2.785 224 274.815431 22.6854603685 2.2486 202 238.477935 18.0583838064 2.0287 186 221.239242 18.9458292087 1.8688 178 207.932904 16.8162379997 1.7889 200 200.967232 0.48361589811 290 250 219.618070 12.1527719246 2.5
91 320 258.456191 19.2324402276 3.292 368 323.266399 12.1558697475 3.6893 396 366.067542 7.55870141005 3.9694 440 382.930060 12.9704409906 4.495 450 417.070495 7.31766771122 4.596 400 427.886335 6.97158387192 497 315 385.308118 22.3200374934 3.1598 270 318.097320 17.8138223847 2.799 235 274.815431 16.9427366917 2.35
100 208 246.877862 18.691279946 2.08101 222 226.039386 1.819543082 2.22102 250 236.943818 5.22247275353 2.5103 336 258.456191 23.0785145025 3.36104 460 339.415129 26.2141024353 4.6105 478 439.750841 8.00191612343 4.78106 490 463.263143 5.45650136779 4.9107 470 480.116024 2.15234558095 4.7108 420 452.512713 7.74112208031 4.2109 330 398.985896 20.904816878 3.3110 265 333.478454 25.840926185 2.65111 206 270.581242 31.3501174395 2.06112 184 224.449404 21.983371752 1.84113 174 206.211933 18.5126050217 1.74114 200 197.401610 1.29919481451 2115 345 219.618070 36.3425883512 3.45116 410 347.872022 15.1531654025 4.1117 450 391.690128 12.9577493215 4.5118 474 427.886335 9.72862120513 4.74119 480 457.833494 4.61802209713 4.8120 425 466.015908 9.65080176736 4.25121 370 403.053493 8.93337652056 3.7122 300 367.406527 22.4688424615 3123 240 302.769541 26.1539753705 2.4124 204 250.704049 22.8941414874 2.04125 190 222.849528 17.2892253151 1.9126 230 211.334887 8.11526633917 2.3127 350 243.062937 30.5534464919 3.5128 466 352.274247 24.404668057 4.66129 494 447.310400 9.45133599869 4.94130 510 485.894453 4.72657780858 5.1131 508 509.627441 0.32036243311 5.08132 480 506.614411 5.54466906094 4.8133 407 466.015908 14.5002229757 4.07134 330 389.694167 18.0891416123 3.3135 270 333.478454 23.510538663 2.7136 210 274.815431 30.8644910598 2.1137 180 227.620028 26.4555710589 1.8138 170 202.729217 19.2524803968 1.7
139 210 193.780211 7.7237088965 2.1140 335 227.620028 32.0537230131 3.35141 420 338.439730 19.4191118494 4.2142 444 398.985896 10.1383117798 4.44143 458 421.262258 8.02134110772 4.58144 466 437.301100 6.1585621814 4.66145 420 447.310400 6.50247623011 4.2146 340 398.985896 17.3487928522 3.4147 270 343.250041 27.1296447228 2.7148 215 274.815431 27.8211308026 2.15149 180 231.534774 28.630429791 1.8150 183 202.729217 10.7809927183 1.83151 230 205.346376 10.7189668427 2.3152 370 243.062937 34.3073142491 3.7153 470 367.406527 21.8283984288 4.7154 496 452.512713 8.76759823845 4.96155 512 488.809654 4.52936442518 5.12156 500 512.651765 2.53035292224 5157 450 494.687874 9.9306387761 4.5158 380 427.886335 12.6016672336 3.8159 290 373.654107 28.8462438273 2.9160 220 292.966127 33.1664214164 2.2161 174 235.405345 35.2904282227 1.74162 164 197.401610 20.3668355921 1.64163 194 188.243668 2.9671813462 1.94164 225 214.685043 4.58442524421 2.25165 266 239.243628 10.0587863121 2.66166 350 271.419276 22.4516352927 3.5167 426 352.274247 17.306514823 4.26168 460 403.902837 12.195035337 4.6169 456 439.750841 3.56341207676 4.56170 390 434.888533 11.5098802798 3.9171 248 379.458126 53.0073087102 2.48172 208 256.890464 23.5050306852 2.08173 194 226.039386 16.5151472382 1.94174 184 214.685043 16.6766539133 1.84175 234 206.211933 11.8752424198 2.34176 288 246.114490 14.5435798485 2.88177 380 291.060571 23.4051128031 3.8178 445 373.654107 16.0327849215 4.45179 474 422.338742 10.898999581 4.74180 510 510.000000 0 5.1181 500 509.627441 1.92548823204 5182 470 494.687874 5.25273925371 4.7183 404 452.512713 12.0080972122 4.04184 312 387.772547 24.2860727429 3.12185 240 314.997810 31.249087682 2.4186 190 250.704049 31.9494992812 1.9
187 180 211.334887 17.4082707888 1.8188 236 202.729217 14.0977895447 2.36189 276 247.641683 10.2747527033 2.76190 344 280.050180 18.5900638955 3.44191 408 346.964308 14.9597284415 4.08192 452 390.350756 13.6392132904 4.52193 442 430.179928 2.6742244629 4.42194 415 419.143319 0.99839017572 4.15195 368 395.205798 7.39287977832 3.68196 320 366.067542 14.3961070051 3.2197 246 323.266399 31.4091054184 2.46198 230 255.333462 11.0145487555 2.3199 242 243.062937 0.43923028036 2.42200 280 252.241333 9.91380964341 2.8201 350 283.638998 18.9602862038 3.5202 405 352.274247 13.0187044804 4.05203 465 388.405436 16.4719492664 4.65204 500 446.029491 10.7941018211 5205 510 494.687874 3.0023775505 5.1206 460 509.627441 10.7885741653 4.6207 405 439.750841 8.58045455062 4.05208 290 388.405436 33.9329089349 2.9209 240 292.966127 22.0692196317 2.4210 207 250.704049 21.1130669731 2.07211 192 225.245598 17.3154155542 1.92212 210 213.016319 1.43634233401 2.1213 300 227.620028 24.1266573646 3214 370 302.769541 18.1703943543 3.7215 410 367.406527 10.3886518574 4.1216 424 391.690128 7.62025281759 4.24217 418 402.216205 3.77602747697 4.18218 400 397.440419 0.63989526664 4219 320 385.308118 20.4087869075 3.2220 244 323.266399 32.4862292333 2.44221 228 253.784111 11.3088208294 2.28222 190 241.536583 27.124517487 1.9223 200 211.334887 5.66744370995 2224 250 219.618070 12.1527719246 2.5225 336 258.456191 23.0785145025 3.36226 410 339.415129 17.2158222444 4.1227 456 391.690128 14.1030420935 4.56228 488 434.888533 10.8834973174 4.88229 510 477.254561 6.42067439387 5.1230 480 509.627441 6.17238357504 4.8231 428 466.015908 8.88222138114 4.28232 330 405.637924 22.9205831665 3.3233 280 333.478454 19.0994479965 2.8234 254 283.638998 11.6688969632 2.54
235 234 261.618069 11.8025937112 2.34236 222 246.114490 10.8623828993 2.22237 246 236.943818 3.68137474952 2.46238 290 255.333462 11.9539785732 2.9239 355 292.966127 17.4743303899 3.55240 390 356.433917 8.60668806675 3.9241 396 379.458126 4.1772410098 3.96242 380 382.930060 0.77106832663 3.8243 345 373.654107 8.30553828964 3.45244 290 347.872022 19.9558696034 2.9245 250 292.966127 17.1864508464 2.5246 214 258.456191 20.7739211549 2.14247 202 230.755712 14.2355012229 2.02248 216 221.239242 2.4255751519 2.16249 260 232.312063 10.6492065619 2.6250 330 266.452346 19.2568649866 3.3251 380 333.478454 12.2425120026 3.8252 435 373.654107 14.1025041151 4.35253 474 412.095155 13.0600937931 4.74254 486 457.833494 5.79557737988 4.86255 474 474.412831 0.08709521607 4.74256 435 457.833494 5.24907906523 4.35257 350 412.095155 17.7414729774 3.5258 306 352.274247 15.1223028935 3.06259 273 308.837248 13.1271970557 2.73260 254 277.411026 9.21693947801 2.54261 240 261.618069 9.00752886841 2.4262 250 250.704049 0.2816194537 2.5263 290 258.456191 10.8771754236 2.9264 336 292.966127 12.8077002631 3.36265 366 339.415129 7.26362601152 3.66266 374 364.692952 2.48851538829 3.74267 362 369.986642 2.20625475582 3.62268 338 361.830098 7.05032493203 3.38269 300 341.346527 13.7821758029 3270 274 302.769541 10.4998324413 2.74271 250 278.285830 11.3143319111 2.5272 240 258.456191 7.69007969648 2.4273 250 250.704049 0.2816194537 2.5274 270 258.456191 4.27548471424 2.7275 310 274.815431 11.349860895 3.1276 348 312.936913 10.0755998058 3.48277 384 350.541410 8.71317437878 3.84278 420 376.002854 10.4755110499 4.2279 450 398.985896 11.3364676228 4.5280 430 427.886335 0.49154988659 4.3281 395 407.421789 3.14475683281 3.95282 360 382.345542 6.20709512569 3.6
283 326 360.339315 10.533532123 3.26284 296 329.428002 11.2932438982 2.96285 278 298.796192 7.48064450144 2.78286 274 281.834482 2.8593000109 2.74287 278 278.285830 0.10281646682 2.78288 294 281.834482 4.13793128236 2.94289 314 296.834615 5.46668306805 3.14290 328 317.063419 3.33432355824 3.28291 334 331.460724 0.76026212746 3.34292 334 337.458283 1.0354139745 3.34293 316 337.458283 6.79059578317 3.16294 305 319.131583 4.63330575165 3.05295 290 307.818292 6.14423871211 2.9296 280 292.966127 4.63075968429 2.8297 272 283.638998 4.27904348772 2.72298 268 276.541066 3.18696509354 2.68299 268 273.108377 1.90611089774 2.68300 286 286.000000 0 2.86301 316 289.174812 8.48898366554 3.16302 360 319.131583 11.3523381826 3.6303 396 360.339315 9.00522355528 3.96304 418 382.930060 8.38993788488 4.18305 422 397.440419 5.81980593995 4.22306 412 400.577484 2.77245541906 4.12307 382 393.066572 2.89700826336 3.82308 356 374.835654 5.29091418424 3.56309 328 357.235494 8.91326027226 3.28310 294 331.460724 12.7417430253 2.94311 276 296.834615 7.54877361099 2.76312 264 280.050180 6.07961371192 2.64313 258 269.747427 4.5532662968 2.58314 266 264.827402 0.44082643519 2.66315 295 271.419276 7.99346560147 2.95316 320 297.813209 6.93337207582 3.2317 338 323.266399 4.35905345289 3.38318 348 341.346527 1.9119174113 3.48319 344 350.541410 1.90157278648 3.44320 330 346.964308 5.14069938136 3.3321 312 333.478454 6.88411999684 3.12322 286 314.997810 10.1390945583 2.86323 262 289.174812 10.3720655026 2.62324 248 268.092060 8.10163702452 2.48325 238 256.890464 7.93716967443 2.38326 248 249.171186 0.47225240313 2.48327 280 256.890464 8.25340577674 2.8328 330 283.638998 14.048788398 3.3329 380 333.478454 12.2425120026 3.8330 402 373.654107 7.05121713949 4.02
331 420 386.527746 7.96958421679 4.2332 428 398.985896 6.77899633235 4.28333 414 405.637924 2.01982501223 4.14334 392 394.482429 0.63327279617 3.92335 368 380.608092 3.42611208073 3.68336 325 366.067542 12.6361668973 3.25337 274 328.406852 19.8565153943 2.74338 250 278.285830 11.3143319111 2.5339 232 258.456191 11.4035307205 2.32340 250 244.588578 2.16456880295 2.5341 265 258.456191 2.46936178432 2.65342 310 270.581242 12.7157284112 3.1343 340 312.936913 7.95973156595 3.4344 370 343.250041 7.22971871578 3.7345 360 367.406527 2.05736871793 3.6346 336 360.339315 7.24384366699 3.36347 304 339.415129 11.6497134203 3.04348 270 306.802149 13.6304256139 2.7349 240 274.815431 14.5064296773 2.4350 226 250.704049 10.9309949709 2.26351 250 240.008558 3.99657662512 2.5352 315 258.456191 17.9504154693 3.15353 354 318.097320 10.1419998761 3.54354 390 355.622127 8.81483934295 3.9355 420 379.458126 9.65282723781 4.2356 452 398.985896 11.7287841377 4.52357 462 430.179928 6.88746149914 4.62358 445 442.236486 0.62101430138 4.45359 390 422.338742 8.2919851246 3.9
327.288888888889 327.367723387773 11.8684190564 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746834762671 0.074468345679 0.074899228343 0
3.02769540889182 0.1999558923997 0.660788345679 0.0605070582234 0.32227807727692.55333462137747 0.7008133238947 0.9465127901235 0.5188934793837 0.06417843038852.43062937278462 0.7358871107497 0.7619350123457 0.7107296960937 0.00093815847722.5070404863424 0.592525023984 0.5973572345679 0.5877319026715 4.9568447938E-05
2.58456191271551 0.3672218978104 0.2839705679012 0.4748799258605 0.02416099897872.7828582977775 0.133939034118 0.074468345679 0.2409032280346 0.0471505188441
3.02769540889182 -0.0312670230871 0.0161572345679 0.0605070582234 0.13861070856023.43250040751621 0.0519528247991 0.1070016790123 0.0252248004846 0.02805611348223.60339314721087 0.1210423752947 0.1347705679012 0.1087125835051 0.00134006167113.63280952222334 0.0671976415082 0.0350105679012 0.1289760005324 0.02986313097113.4877091779344 -0.0584069394004 0.074468345679 0.0458096730767 0.2378602422414
3.02769540889182 0.1655184369016 0.4527794567901 0.0605070582234 0.18292336278712.66452345544196 0.5195404892526 0.7274194567901 0.3710683257826 0.05979172026132.5224133299845 0.730896304721 0.9465127901235 0.5643974532929 0.0494676893548
2.43062937278462 0.7527480679716 0.7972505679012 0.7107296960937 0.00256333338862.49171185959768 0.4479792744209 0.3282016790123 0.6114698465729 0.04338394943232.74815431225544 -0.0930759485629 0.031368345679 0.2761743411504 0.49258736940563.47872021849788 0.1490890323727 0.5286905679012 0.0420426255419 0.27173261060293.8530811810411 0.676228784556 1.362148345679 0.3357089339885 0.3444737000481
4.21262257726651 1.3024215185406 1.9240772345679 0.8816183578715 0.20014655837174.47310400166468 1.4958184490712 1.5552861234568 1.4386245712839 0.00219923465994.30179927873975 0.9531833713699 0.8595350123457 1.0570349391313 0.01036309315193.98985895697558 0.3058891715098 0.1824239012346 0.5129162604994 0.0840182149393.67406527384563 -0.0291838393577 0.0053127901235 0.1603105825493 0.22473788386633.23266399329219 0.0152933817117 0.1390461234568 0.0016820859033 0.11066533243312.9296612711601 0.2658861151849 0.5973572345679 0.1183469826045 0.1846088079349
2.58456191271551 0.6704326391218 0.9465127901235 0.4748799258605 0.08097548216832.43062937278462 0.9719405118558 1.3291527901235 0.7107296960937 0.09649060723662.29191925414868 0.8962359512727 0.8333661234568 0.9638487307617 0.00463498795572.47641682539028 0.5683580867617 0.5082105679012 0.6356241589416 0.00698614707782.63216299213318 -0.0815435880618 0.0161572345679 0.4115405223611 0.58957367064993.43250040751621 0.1313644116183 0.6841127901235 0.0252248004846 0.4455557059663.91690128053422 0.5191532749903 0.651428345679 0.4137371741972 0.02660119229143.90350755927503 0.3067973496158 0.2372772345679 0.3966862387901 0.02059441956913.7123306910601 0.0118923826169 0.0007350123457 0.192416855498 0.1700165987901
3.33478454390135 -0.0288969679401 0.2236239012346 0.0037341033383 0.28599450839582.83638998286591 0.3379744575598 0.5973572345679 0.1912201398975 0.11315822057252.58456191271551 0.7806910905078 1.2834372345679 0.4748799258605 0.19763529423732.30755712470287 1.2490859544843 1.6715616790123 0.933388065352 0.10729366994362.17985573627531 1.0641667814452 0.9465127901235 1.1964454686172 0.01443464410592.43062937278462 0.3986679663125 0.2236239012346 0.7107296960937 0.13643466024952.83638998286591 -0.2742276938567 0.393268345679 0.1912201398975 1.131266268548
3.79458125601209 0.5871167111701 1.2703794567901 0.2713410002758 0.36653185557194.17070495299505 1.1904554530153 1.7612239012346 0.8046587288648 0.1842942373834.39750840929995 1.3565890988652 1.4571172345679 1.2629965108509 0.00680486253624.25634789315384 0.9110448867778 0.8595350123457 0.9656416246021 0.00317508506293.98985895697558 0.2629182681239 0.1347705679012 0.5129162604994 0.1224012897763.63280952222334 -0.0333593992285 0.008628345679 0.1289760005324 0.20503646341613.21200033259029 0.0291663213199 0.2236239012346 0.0038040401524 0.16974427405452.83638998286591 0.381703182661 0.7619350123457 0.1912201398975 0.19043621714572.5070404863424 0.8455151506706 1.2163639012346 0.5877319026715 0.11359628943392.3308767077474 1.2000803141499 1.6202461234568 0.8888728320716 0.1094793957298
2.19618070188423 1.0482844037928 0.9465127901235 1.160998776458 0.01077844666132.43062937278462 0.6515823246404 0.5973572345679 0.7107296960937 0.00481228392032.58456191271551 0.2569634464245 0.1390461234568 0.4748799258605 0.09950118690972.9296612711601 -0.1125314438045 0.1070016790123 0.1183469826045 0.4493540113827
3.60339314721087 0.173796921428 0.2778461234568 0.1087125835051 0.03865425456363.73654107099245 0.2810097784439 0.3685839012346 0.2142429317086 0.0205804643123.78310016971322 0.1360725264165 0.071348345679 0.2595117275553 0.0590976925146
3.556221265625 -0.0771031268857 0.074468345679 0.079831129876 0.30938209633353.02769540889182 0.1901166194002 0.5973572345679 0.0605070582234 0.27846244456552.58456191271551 1.0149902997029 2.1694016790123 0.4748799258605 0.61553739488382.02729216674565 1.8108590153132 2.1108861234568 1.5534757355698 0.04297004239412.04477415017695 1.2324532481648 1.0057861234568 1.5102027891293 0.05072668342852.40772838374573 0.3229027045603 0.1390461234568 0.7498674110449 0.24233134416962.9296612711601 -0.0265274531251 0.0059461234568 0.1183469826045 0.1766846469627
3.38439730232664 0.1225794180028 1.2256950123457 0.0122589335573 0.99122473161454.15044586599289 1.0934279029845 1.5552861234568 0.7687232342611 0.13657025796174.30179927873975 1.1793702212395 1.3158639012346 1.0570349391313 0.01397141050644.19143319229255 0.8875719846714 0.9353039012346 0.8422759992059 0.00235873481094.02216205146256 0.5142922346605 0.4721216790123 0.560229522155 0.0038641206423.82930059641199 0.2039755099792 0.1347705679012 0.3087173209939 0.03583471580193.63280952222334 -0.0980032111308 0.074468345679 0.1289760005324 0.40044789141653.02769540889182 0.1704380734013 0.4800950123457 0.0605070582234 0.20043117914282.64827401682398 0.7335284843577 1.375668345679 0.3911291839012 0.30060439752432.27620027906055 1.3095764109022 1.7236772345679 0.9949602753914 0.0999826164782.16341352386062 1.1911895982139 1.1510905679012 1.232685505781 0.00133857023632.35405345107418 0.747551954999 0.660788345679 0.8457079018979 0.01122467122932.55333462137747 -0.1635978111056 0.0515794567901 0.5188934793837 0.89617533908253.52274246854212 0.3056307168482 1.5058016790123 0.0620334911184 0.95503228279114.27886335487682 1.3742011147525 1.8689927901235 1.0103991378492 0.13041967645084.44756763211545 1.6048386066574 1.8689927901235 1.3780186670747 0.03703021620974.44756763211545 0.8535487517853 0.5286905679012 1.3780186670747 0.20031678531743.8530811810411 -0.3319340835083 0.3282016790123 0.3357089339885 1.3295962100711
2.74815431225544 0.5428067866001 1.0668594567901 0.2761743411504 0.25822080506382.38477935288925 1.1136902784473 1.5697305679012 0.7901394428258 0.13306397629432.21239242328096 1.4994775168387 1.9962550123457 1.1263254492034 0.12418041998582.07932903639388 1.7830291534881 2.2287172345679 1.4264676168329 0.08959787202852.00967231796215 1.6089378129699 1.6202461234568 1.5977084274588 9.3553734761E-052.19618070188423 0.8327850973941 0.5973572345679 1.160998776458 0.0923061659076
2.58456191271551 0.0502288500758 0.0053127901235 0.4748799258605 0.37876403928043.23266399329219 -0.016696945945 0.1657394567901 0.0016820859033 0.20010950289733.66067542416202 0.2659107565242 0.4721216790123 0.1497675992833 0.08959520170063.82930059641199 0.6262492655053 1.2703794567901 0.3087173209939 0.32569780925574.17070495299505 1.1007526811035 1.5058016790123 0.8046587288648 0.1084352279824.27886335487682 0.7308819973131 0.5286905679012 1.0103991378492 0.07776477069323.8530811810411 -0.0712023072847 0.0151016790123 0.3357089339885 0.4943231471341
3.18097320438566 0.0531091084512 0.3282016790123 0.0085940370841 0.2313352233372.74815431225544 0.4849992652216 0.8517239012346 0.2761743411504 0.15852685636762.46877862287656 0.9601546097454 1.4229839012346 0.6478617739916 0.15114881760582.26039385642031 1.0668748094207 1.1085750123457 1.0267432030315 0.00163166363652.36943818116175 0.6988763167436 0.5973572345679 0.8176482644567 0.01704638853842.58456191271551 -0.0600296013101 0.007588345679 0.4748799258605 0.60130422721143.3941512879782 0.1598824557973 1.7612239012346 0.0145139977114 1.4540711162846
4.39750840929995 1.6937384514919 2.2713839012346 1.2629965108509 0.14629981695634.6326314329782 2.2111694768475 2.6474905679012 1.8467565152528 0.0714859506313
4.80116024230464 2.1798879733595 2.0366461234568 2.3332043410329 0.01023339462314.52512712737301 1.1602331012583 0.8595350123457 1.5661268359293 0.10570764895383.98985895697558 0.0194164822707 0.0007350123457 0.5129162604994 0.47590538051943.33478454390135 -0.0380630644436 0.3879905679012 0.0037341033383 0.46892987156622.70581241925398 0.6887569240481 1.4710994567901 0.3224704476877 0.41707368086272.24449404023666 1.4747051627995 2.0531705679012 1.0592180460732 0.1636154285872.06211932737722 1.8571836531201 2.349748345679 1.4678725608039 0.103760861071.97401610370973 1.6543242119116 1.6202461234568 1.6891190532696 0.00067516286642.19618070188423 -0.1908366079997 0.031368345679 1.160998776458 1.57206283232753.47872021849788 0.1695933308347 0.6841127901235 0.0420426255419 0.38598856690333.91690128053422 0.789307374586 1.5058016790123 0.4137371741972 0.34000411664264.27886335487682 1.4747197268524 2.1524150123457 1.0103991378492 0.21264700547554.57833493933772 1.9923572782047 2.332068345679 1.7021317284161 0.04913539911844.66015907511279 1.3547468124246 0.9547461234568 1.9223318960746 0.16823046689744.03053493126079 0.3232623320823 0.1824239012346 0.572833574088 0.10925334078363.67406527384563 -0.1092614473512 0.074468345679 0.1603105825493 0.45436399340463.02769540889182 0.2147148018988 0.7619350123457 0.0605070582234 0.39400152634392.5070404863424 0.9451779278502 1.5200150123457 0.5877319026715 0.2181268158829
2.22849528098763 1.43491868999 1.8848239012346 1.0924053146472 0.10790914963112.11334887419905 1.1288705685941 0.9465127901235 1.3463619022746 0.03483864276282.43062937278462 -0.1914655364527 0.0515794567901 0.7107296960937 1.1435535383513.52274246854212 0.3454811543945 1.9240772345679 0.0620334911184 1.29335469285774.47310400166468 1.9995776915417 2.7792594567901 1.4386245712839 0.21799187326154.85894453176249 2.8964594940463 3.3383350123457 2.5130724057429 0.05810773876725.09627441160202 3.2936356109453 3.2656505679012 3.3218604722486 0.0002648564735.06614411492524 2.7372960903463 2.332068345679 3.2129375196522 0.07083268990934.66015907511279 1.1051800810023 0.6353861234568 1.9223318960746 0.3482877339383.89694167320427 0.0168973914662 0.0007350123457 0.388458561329 0.35633936120793.33478454390135 -0.0350076989424 0.3282016790123 0.0037341033383 0.4029514171762.74815431225544 0.6163799956272 1.375668345679 0.2761743411504 0.42010401249532.27620027906055 1.4691727236729 2.1694016790123 0.9949602753914 0.22676670577732.02729216674565 1.9604252233691 2.4739794567901 1.5534757355698 0.1071201624131
1.93780211317356 1.566833086017 1.375668345679 1.7845623381164 0.0263081544912.27620027906055 -0.0769165562937 0.0059461234568 0.9949602753914 1.15304584068963.38439730232664 0.102649805682 0.8595350123457 0.0122589335573 0.66520776045213.98985895697558 0.8358636466022 1.362148345679 0.5129162604994 0.20262695861514.21262257726651 1.2273058910695 1.7085394567901 0.8816183578715 0.13496617073434.37301100234696 1.5248980850633 1.9240772345679 1.2085347344968 0.08236268477394.47310400166468 1.1120018833794 0.8595350123457 1.4386245712839 0.07458579572533.98985895697558 0.0910346545804 0.0161572345679 0.5129162604994 0.34793358912433.43250040751621 -0.0909880314756 0.3282016790123 0.0252248004846 0.53655684701142.74815431225544 0.5901038495461 1.2608794567901 0.2761743411504 0.35778858126982.31534773623816 1.4115128689678 2.1694016790123 0.9183954260461 0.26558328924582.02729216674565 1.7983951646419 2.081928345679 1.5534757355698 0.03892419905922.05346376261816 1.187132128261 0.9465127901235 1.4889209154433 0.06078011634242.43062937278462 -0.3600751086713 0.1824239012346 0.7107296960937 1.61130178923723.67406527384563 0.5713982205942 2.0366461234568 0.1603105825493 1.05254206232944.52512712737301 2.1113350203147 2.8463439012346 1.5661268359293 0.18911441534694.88809654143058 2.9820118409732 3.4118194567901 2.6063497005994 0.05377921409655.12651764611222 3.2000612630859 2.9829127901235 3.4330175932093 0.01600671477784.94687874492432 2.0532041653332 1.5058016790123 2.7996032965686 0.19970061266514.27886335487682 0.5298447731133 0.2778461234568 1.0103991378492 0.22931011264393.73654107099245 -0.1725967819286 0.1390461234568 0.2142429317086 0.69980096345722.9296612711601 0.3690909040002 1.1510905679012 0.1183469826045 0.532405570631
2.35405345107418 1.4096810786175 2.349748345679 0.8457079018979 0.37706164077611.97401610370973 2.1222022187721 2.6663261234568 1.6891190532696 0.11156675753741.88243668188365 1.8543690735246 1.7765927901235 1.9355502735128 0.00331353559262.14685043200524 1.1526186153376 1.0463016790123 1.2697386414182 0.01063983337752.39243628409795 0.5401027865539 0.3756327901235 0.7765856115688 0.07159034206732.71419276475664 -0.1270651394315 0.0515794567901 0.3130228711877 0.61749301096083.52274246854212 0.2458550605287 0.974388345679 0.0620334911184 0.54354866769144.03902837449722 1.0157060026177 1.7612239012346 0.5857623684476 0.31468916461924.39750840929995 1.446495592899 1.6566550123457 1.2629965108509 0.02640351704824.34888533091265 0.6742749444072 0.393268345679 1.1560724519295 0.20149804030863.79458125601209 -0.4130190113279 0.6286727901235 0.2713410002758 1.72812387865832.56890463825139 0.840715398516 1.4229839012346 0.4967044115459 0.23902774530372.26039385642031 1.3505941551088 1.7765927901235 1.0267432030315 0.10265222323192.14685043200524 1.6146176041053 2.0531705679012 1.2697386414182 0.09415718762182.06211932737722 1.1302489092198 0.8702816790123 1.4678725608039 0.07721766821732.46114490036358 0.3192349257007 0.1543616790123 0.6602087930059 0.17543959449142.9106057134819 -0.1913790325286 0.2778461234568 0.1318209289225 0.791022196891
3.73654107099245 0.5448421655993 1.3855905679012 0.2142429317086 0.50902364338064.22338741985934 1.393330366189 2.1524150123457 0.9019494373572 0.2668885579596
5.1 3.3368946184572 3.3383350123457 3.3354548460565 05.09627441160202 3.1478278367274 2.9829127901235 3.3218604722486 0.00926876232934.94687874492432 2.3878444675425 2.0366461234568 2.7996032965686 0.06094911469544.52512712737301 0.960001118299 0.5884594567901 1.5661268359293 0.23534832971323.87772546957973 -0.0923522635918 0.0233750123457 0.3648742710547 0.57414788724983.14997810436731 0.1079755957149 0.7619350123457 0.0153014746416 0.56246715703042.5070404863424 1.0525070725052 1.8848239012346 0.5877319026715 0.3684981520588
2.11334887419905 1.7090347484334 2.1694016790123 1.3463619022746 0.09818751696182.02729216674565 1.1378110790619 0.8333661234568 1.5534757355698 0.11069450230882.47641682539028 0.4089060050642 0.2630550123457 0.6356241589416 0.08041941692172.80050180199459 -0.0790728721725 0.0279261234568 0.2238949893378 0.40895794525223.46964307958489 0.1581662114685 0.651428345679 0.0384026126837 0.37253557029863.90350755927503 0.7854683969177 1.5552861234568 0.3966862387901 0.3800629294714.30179927873975 1.1793702212395 1.3158639012346 1.0570349391313 0.01397141050644.19143319229255 0.8049739484141 0.7693239012346 0.8422759992059 0.00171670942363.95205797584235 0.2761763376176 0.1657394567901 0.4602004310685 0.07401554221943.66067542416202 -0.0282078680918 0.0053127901235 0.1497675992833 0.21222184642693.23266399329219 0.0333392075693 0.660788345679 0.0016820859033 0.59700964653022.55333462137747 0.7008133238947 0.9465127901235 0.5188934793837 0.06417843038852.43062937278462 0.7190261535279 0.7274194567901 0.7107296960937 0.00011298356582.5224133299845 0.3552643527744 0.2236239012346 0.5643974532929 0.0770543593703
2.83638998286591 -0.099312793452 0.0515794567901 0.1912201398975 0.44037825484073.52274246854212 0.1935513612492 0.6039016790123 0.0620334911184 0.27800050447913.88405435911318 0.8405571211298 1.8964350123457 0.3725602350107 0.58667272479354.46029490894467 2.0494205712489 2.9829127901235 1.4080615067813 0.2912815853114.94687874492432 3.0571250719611 3.3383350123457 2.7996032965686 0.0234461187565.09627441160202 2.4187889656377 1.7612239012346 3.3218604722486 0.24628829161094.39750840929995 0.8733416934337 0.6039016790123 1.2629965108509 0.12076209453423.88405435911318 -0.2276028480322 0.1390461234568 0.3725602350107 0.96836298168972.9296612711601 0.3002877114566 0.7619350123457 0.1183469826045 0.28054106216692.5070404863424 0.9221788254242 1.4469416790123 0.5877319026715 0.19100438670242.2524559786397 1.3815988893087 1.830308345679 1.0428928521499 0.1105269777333
2.13016318901418 1.3412149175088 1.375668345679 1.3076243708002 0.00090981797152.27620027906055 0.2722003778923 0.074468345679 0.9949602753914 0.5238860360323.02769540889182 -0.1050615705829 0.1824239012346 0.0605070582234 0.45199346322513.67406527384563 0.3311653966135 0.6841127901235 0.1603105825493 0.18142039094423.91690128053422 0.6220691224553 0.9353039012346 0.4137371741972 0.10439278252044.02216205146256 0.6789588945292 0.8228505679012 0.560229522155 0.02491281799853.97440418933422 0.5095063551675 0.5286905679012 0.4910182661033 0.00065514552363.8530811810411 -0.0422321099266 0.0053127901235 0.3357089339885 0.42651502903
3.23266399329219 0.034159472381 0.6937039012346 0.0016820859033 0.62831620626192.53784111491007 0.7306035065661 0.985828345679 0.5414547939774 0.06648204053812.41536583225268 1.1783661864977 1.8848239012346 0.7366984621596 0.26560194105352.11334887419905 1.4769690764977 1.6202461234568 1.3463619022746 0.01284796728222.19618070188423 0.8327850973941 0.5973572345679 1.160998776458 0.09230616590762.58456191271551 -0.0600296013101 0.007588345679 0.4748799258605 0.60130422721143.3941512879782 0.0996454287471 0.6841127901235 0.0145139977114 0.4982224042628
3.91690128053422 0.8279008173854 1.6566550123457 0.4137371741972 0.41357596297854.34888533091265 1.7279788795015 2.5828061234568 1.1560724519295 0.28208279171984.77254560591252 2.7385990566378 3.3383350123457 2.2466063966862 0.10722638020725.09627441160202 2.7833084011825 2.332068345679 3.3218604722486 0.08777852697014.66015907511279 1.3963412676616 1.0142727901235 1.9223318960746 0.14452092239064.05637924449378 0.0212199211767 0.0007350123457 0.6126224374224 0.5721095615013.33478454390135 -0.0288969679401 0.2236239012346 0.0037341033383 0.28599450839582.83638998286591 0.3204829675193 0.5371261234568 0.1912201398975 0.0878470219433
2.61618069284174 0.6133712176154 0.8702816790123 0.4323017014743 0.07627577509852.46114490036358 0.85550626582 1.1085750123457 0.6602087930059 0.05815086297142.36943818116175 0.7350458788522 0.660788345679 0.8176482644567 0.00820144303132.55333462137747 0.2686077563945 0.1390461234568 0.5188934793837 0.12017688473552.9296612711601 -0.0953306456686 0.0767905679012 0.1183469826045 0.3848201384987
3.56433916539678 0.1822773268326 0.393268345679 0.0844843584344 0.11266819588653.79458125601209 0.357918941431 0.4721216790123 0.2713410002758 0.02736336086253.82930059641199 0.2928752479847 0.2778461234568 0.3087173209939 0.00085852495013.73654107099245 0.0819783284845 0.031368345679 0.2142429317086 0.08210578536553.47872021849788 -0.0764582507095 0.1390461234568 0.0420426255419 0.33491709129822.9296612711601 0.2658861151849 0.5973572345679 0.1183469826045 0.1846088079349
2.58456191271551 0.7806910905078 1.2834372345679 0.4748799258605 0.19763529423732.30755712470287 1.2104411501173 1.5697305679012 0.933388065352 0.08268909996742.21239242328096 1.1810920736597 1.2385216790123 1.1263254492034 0.00274496601732.32312062939101 0.6396189774191 0.4527794567901 0.9035578583333 0.07666218586882.66452345544196 -0.0165148357709 0.0007350123457 0.3710683257826 0.40383043868343.33478454390135 0.0322103420836 0.2778461234568 0.0037341033383 0.21642542059313.73654107099245 0.4985557818878 1.160168345679 0.2142429317086 0.37633185757914.12095155420829 1.2430455695161 2.1524150123457 0.7178737738916 0.38322097823714.57833493933772 2.0706367405323 2.5189216790123 1.7021317284161 0.07933520639794.74412831324183 2.1573151168804 2.1524150123457 2.162226376803 1.7042970223E-054.57833493933772 1.4052613107477 1.160168345679 1.7021317284161 0.05213684452244.12095155420829 0.1924254123062 0.0515794567901 0.7178737738916 0.38558083267373.52274246854212 -0.0530232210686 0.0453216790123 0.0620334911184 0.21413059219253.08837247962039 0.1005998921446 0.294728345679 0.0343378519504 0.12843083414932.77411026274147 0.3661270824016 0.5371261234568 0.2495671586503 0.05480761512092.61618069284174 0.5739214251532 0.7619350123457 0.4323017014743 0.04673409195752.5070404863424 0.592525023984 0.5973572345679 0.5877319026715 4.9568447938E-05
2.58456191271551 0.2569634464245 0.1390461234568 0.4748799258605 0.09950118690972.9296612711601 -0.0299676127523 0.007588345679 0.1183469826045 0.18519142153953.3941512879782 0.0466368449429 0.1498550123457 0.0145139977114 0.0706755376837
3.64692952447791 0.174350292187 0.2181927901235 0.1393172724383 0.00866211341393.69986642216083 0.1479350026885 0.1204861234568 0.1816372242094 0.00637864538883.61830098270259 0.0369130326519 0.0114727901235 0.1187655282541 0.0567873583573.41346527408664 -0.0381466029726 0.074468345679 0.0195406961854 0.17095353287553.02769540889182 0.1310809814036 0.2839705679012 0.0605070582234 0.08276864829742.7828582977775 0.3793485021681 0.5973572345679 0.2409032280346 0.0800088166216
2.58456191271551 0.6015211070056 0.7619350123457 0.4748799258605 0.03406309962522.5070404863424 0.592525023984 0.5973572345679 0.5877319026715 4.9568447938E-05
2.58456191271551 0.3947865106569 0.3282016790123 0.4748799258605 0.01332595199592.74815431225544 0.0908570740049 0.0298905679012 0.2761743411504 0.12379538798443.12936912675763 -0.029887812408 0.0428950123457 0.0208248297806 0.12294200927073.50541410385499 0.1314205538182 0.3216150123457 0.0537019769069 0.11194772189923.76002853590459 0.4509016960125 0.8595350123457 0.2365375889832 0.19357488921833.98985895697558 0.8788345499881 1.5058016790123 0.5129162604994 0.2602438837784.27886335487682 1.0324378336128 1.0549572345679 1.0103991378492 0.00044675776714.07421789489613 0.5420549764718 0.4584794567901 0.6408653499438 0.01543008541243.82345542452467 0.1798385548072 0.1070016790123 0.302256058911 0.0499323267495
3.60339314721087 -0.0042496717718 0.0001661234568 0.1087125835051 0.11791885355143.29428001938589 -0.0064463826657 0.0978994567901 0.0004244747707 0.11174313136062.98796191713997 0.1408259050054 0.2429394567901 0.0816332422186 0.04324815898052.81834482029867 0.2426415839472 0.2839705679012 0.2073276068557 0.00613791086762.7828582977775 0.2419192000601 0.2429394567901 0.2409032280346 8.1698661849E-06
2.81834482029867 0.1515751012314 0.1108150123457 0.2073276068557 0.01479998274822.96834615166327 0.0405751082587 0.0176594567901 0.0932270697663 0.02946504364883.17063418728957 -0.0007327505535 5.0567901235E-05 0.0106178694502 0.01196088098983.31460724494294 0.0027468585204 0.0045039012346 0.0016752658058 0.00064479200943.37458282674815 0.0067718864549 0.0045039012346 0.0101819386725 0.00119597190593.37458282674815 -0.0113911202618 0.0127439012346 0.0101819386725 0.04604578953523.19131582542518 0.0183574428173 0.0496794567901 0.0067834016023 0.01997016251563.07818292265132 0.0728976564973 0.1390461234568 0.0382180257219 0.03174915392462.9296612711601 0.1626813263696 0.2236239012346 0.1183469826045 0.0168120452389
2.83638998286591 0.2417712623372 0.3056861234568 0.1912201398975 0.01354662811152.76541066450683 0.3013456015737 0.3515172345679 0.2583349055401 0.00729498161152.73108377205932 0.3216976346959 0.3515172345679 0.2944076648081 0.0026095517678
2.86 0.1708027334544 0.1704772345679 0.1711288538287 02.89174811616893 0.0431155537325 0.0127439012346 0.1458698509538 0.07195907317893.19131582542518 -0.0269413318316 0.1070016790123 0.0067834016023 0.16702275454793.60339314721087 0.2265514675613 0.4721216790123 0.1087125835051 0.12716844745623.82930059641199 0.5040121257477 0.8228505679012 0.3087173209939 0.1229900716773.97440418933422 0.6636662853679 0.8970194567901 0.4910182661033 0.06031730221664.00577483673466 0.6201680137979 0.7175972345679 0.5359669001089 0.0130473879233.93066571566019 0.3594456982552 0.2993305679012 0.4316338651948 0.01224690062263.74835654495895 0.136285704426 0.0824327901235 0.2253204483685 0.03547818802893.57235493693022 0.0021239303328 5.0567901235E-05 0.0892083703007 0.08547140914753.31460724494294 -0.0136251459057 0.1108150123457 0.0016752658058 0.14033058796372.96834615166327 0.1566009195002 0.2630550123457 0.0932270697663 0.04340811891292.80050180199459 0.299467473334 0.400548345679 0.2238949893378 0.02576082844352.69747427045733 0.3992446310988 0.4800950123457 0.3320098550545 0.01380020421952.64827401682398 0.3833026828076 0.3756327901235 0.3911291839012 0.00013749868142.71419276475664 0.1806513185851 0.1042572345679 0.3130228711877 0.05560505219312.97813209357392 0.0215419568933 0.0053127901235 0.0873469299572 0.04922536790193.23266399329219 -0.0043929737694 0.0114727901235 0.0016820859033 0.02170789887263.41346527408664 0.0289516563277 0.0428950123457 0.0195406961854 0.00442686975243.50541410385499 0.0387258058273 0.0279261234568 0.0537019769069 0.00427900498323.46964307958489 0.0053128518169 0.0007350123457 0.0384026126837 0.0287787744513.33478454390135 -0.0093426287325 0.0233750123457 0.0037341033383 0.04613240029893.14997810436731 0.0510739961401 0.1704772345679 0.0153014746416 0.08408730101252.89174811616893 0.2493572772952 0.4262639012346 0.1458698509538 0.07384703864142.68092059820816 0.4699901502376 0.6286727901235 0.3513604291303 0.04036908678432.56890463825139 0.6292836198281 0.7972505679012 0.4967044115459 0.03568496235292.49171185959768 0.6200116567625 0.6286727901235 0.6114698465729 0.00013716765522.56890463825139 0.3332791296651 0.2236239012346 0.4967044115459 0.05340506622172.83638998286591 -0.0118553432497 0.0007350123457 0.1912201398975 0.21493424798713.33478454390135 0.0322103420836 0.2778461234568 0.0037341033383 0.21642542059313.73654107099245 0.3458107156399 0.5581750123457 0.2142429317086 0.0803489644341
3.86527746289464 0.5484791456575 0.8595350123457 0.3499908309729 0.11203917684623.98985895697558 0.7212745709065 1.0142727901235 0.5129162604994 0.08418182484734.05637924449378 0.6786896100942 0.7518816790123 0.6126224374224 0.00699243075143.94482429361002 0.4343067195423 0.4187527901235 0.4504383757873 0.00061624555323.80608092457078 0.2167474580777 0.1657394567901 0.2834536898636 0.01589639954063.66067542416202 -0.0088579585776 0.0005239012346 0.1497675992833 0.16865430401073.28406852180424 -0.0055374018773 0.2839705679012 0.0001079788648 0.29601055641832.7828582977775 0.3793485021681 0.5973572345679 0.2409032280346 0.0800088166216
2.58456191271551 0.6566503326986 0.9079972345679 0.4748799258605 0.06999300565972.44588577992631 0.6397908170762 0.5973572345679 0.685238691235 0.00292834881422.58456191271551 0.429242276715 0.3879905679012 0.4748799258605 0.00428214326752.70581241925398 0.0981775168394 0.0298905679012 0.3224704476877 0.15538384881443.12936912675763 -0.0183431638384 0.0161572345679 0.0208248297806 0.07324106955193.43250040751621 0.0678351421629 0.1824239012346 0.0252248004846 0.0715560319793.67406527384563 0.1309713766295 0.1070016790123 0.1603105825493 0.00548566478983.60339314721087 0.0287219195615 0.007588345679 0.1087125835051 0.05924022410923.3941512879782 -0.0280570685994 0.0542372345679 0.0145139977114 0.1254231347766
3.06802149157659 0.1178178897005 0.3282016790123 0.0422942843414 0.13543981826232.74815431225544 0.4587231191405 0.7619350123457 0.2761743411504 0.12121142514212.5070404863424 0.7765178433925 1.0259439012346 0.5877319026715 0.0610290018923
2.40008558437196 0.6751892793291 0.5973572345679 0.7631623700862 0.00998289045032.58456191271551 0.0846846161339 0.0151016790123 0.4748799258605 0.31972023055193.18097320438566 -0.0247622763221 0.071348345679 0.0085940370841 0.1289002399691
3.556221265625 0.1771865016868 0.393268345679 0.079831129876 0.11818381820853.79458125601209 0.4829359067432 0.8595350123457 0.2713410002758 0.16436435797673.98985895697558 0.89315818445 1.5552861234568 0.5129162604994 0.2810495254994.30179927873975 1.3849946302119 1.814708345679 1.0570349391313 0.10125169901054.42236486358854 1.3521329721285 1.3855905679012 1.3194832706506 0.00076370076454.22338741985934 0.5955738099645 0.393268345679 0.9019494373572 0.10457942332333.27367723387773 226.68673217308 297.63219555556 227.13843399584 71.397388940848
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8718481177207 RMSE --> 0.4453381640857
512 0 512.651765 0512 400 512.6517646 400
164 0 188.243668 0164 400 188.2436682 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 491,017 cm
LLWL real = 164cm
LLWL skema1a = 186,247 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,017 cm
LLWL real = 164cm
LLWL skema1a = 186,247 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,017 cm
LLWL real = 164cm
LLWL skema1a = 186,247 cm
SKEMA 3A ; ROI 0,51 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.821601 23.0982115945 2.462 230 255.342227 11.0183593727 2.33 240 243.045284 1.26886830813 2.44 250 250.701524 0.28060953776 2.55 274 258.473022 5.6667803634 2.746 300 278.345755 7.21808159373 37 340 302.821601 10.9348233757 3.48 360 343.166141 4.67607186347 3.69 364 360.235810 1.0341181699 3.64
10 346 363.185037 4.96677358307 3.4611 300 348.672194 16.2240646779 312 260 302.821601 16.4698463548 2.613 242 266.489561 10.119653107 2.4214 230 252.242429 9.67062143997 2.315 238 243.045284 2.11986720147 2.3816 270 249.165213 7.71658789311 2.717 345 274.870117 20.3275022509 3.4518 400 347.775326 13.0561685726 419 444 385.382423 13.2021569952 4.4420 466 421.323434 9.58724592168 4.6621 452 447.287486 1.04259149626 4.5222 420 430.210241 2.43100979231 4.223 370 399.102141 7.86544364658 3.724 320 367.329275 14.7903984882 3.225 290 323.257208 11.4680026522 2.926 250 293.031098 17.2124391791 2.527 230 258.473022 12.3795746975 2.328 212 243.045284 14.6440018583 2.1229 236 229.163716 2.89673048521 2.3630 256 247.632454 3.268572584 2.5631 340 263.245478 22.5748593658 3.432 410 343.166141 16.3009411484 4.133 408 391.796851 3.97136000379 4.0834 376 390.452751 3.84381674705 3.7635 330 371.181920 12.4793697178 3.336 280 333.429644 19.0820156742 2.837 250 283.704122 13.481648611 2.538 214 258.473022 20.7817858899 2.1439 198 230.727500 16.5290406365 1.9840 230 217.965324 5.23246765564 2.341 280 243.045284 13.1981128787 2.842 390 283.704122 27.2553534545 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.482692 13.7539335478 4.444 460 417.145942 9.31609961985 4.645 448 439.749943 1.84153052539 4.4846 420 425.680773 1.35256504606 4.247 364 399.102141 9.64344546493 3.6448 318 363.185037 14.2091310055 3.1849 280 321.198515 14.7137551936 2.850 240 283.704122 18.2100506364 2.451 217 250.701524 15.5306561495 2.1752 200 233.060012 16.5300062253 253 230 219.595882 4.52352965545 2.354 250 243.045284 2.7818864242 2.555 290 258.473022 10.8713717916 2.956 360 293.031098 18.6024727923 3.657 380 360.235810 5.20110266801 3.858 388 373.623385 3.70531314692 3.8859 354 378.323516 6.87104977472 3.5460 300 355.514885 18.5049618307 361 250 302.821601 21.128640209 2.562 180 258.473022 43.5961232246 1.863 182 202.735869 11.393334615 1.8264 227 204.480394 9.92053125791 2.2765 290 240.751819 16.9821315184 2.966 335 293.031098 12.5280304634 3.3567 438 338.372203 22.7460723009 4.3868 452 415.126675 8.15781531355 4.5269 442 430.210241 2.6673662607 4.4270 424 419.211775 1.12929835577 4.2471 396 402.329903 1.5984603854 3.9672 364 382.986002 5.21593460358 3.6473 300 363.185037 21.0616788658 374 258 302.821601 17.3727133808 2.5875 210 264.860640 26.1241142364 2.176 196 227.592116 16.1184264597 1.9677 220 216.323285 1.67123418439 2.278 246 235.378911 4.31751583997 2.4679 350 255.342227 27.0450781265 3.580 450 352.169462 21.7401196663 4.581 464 427.924518 7.77488845034 4.6482 464 444.740987 4.15064936183 4.6483 400 444.740987 11.1852467403 484 270 385.382423 42.734230719 2.785 224 274.870117 22.7098737653 2.2486 202 238.454165 18.0466163578 2.0287 186 221.215368 18.9329934018 1.8688 178 207.928968 16.8140267249 1.7889 200 200.977682 0.48884122821 290 250 219.595882 12.161647283 2.5
91 320 258.473022 19.2271806862 3.292 368 323.257208 12.1583674751 3.6893 396 365.983154 7.58001171425 3.9694 440 382.986002 12.9577268279 4.495 450 417.145942 7.30090183362 4.596 400 427.924518 6.9811293976 497 315 385.382423 22.3436263306 3.1598 270 318.106868 17.8173585732 2.799 235 274.870117 16.9660073338 2.35
100 208 246.867085 18.6860985126 2.08101 222 226.012062 1.80723496285 2.22102 250 236.918570 5.23257194471 2.5103 336 258.473022 23.0735054154 3.36104 460 339.344100 26.2295435073 4.6105 478 439.749943 8.00210392338 4.78106 490 463.203177 5.46873932054 4.9107 470 480.031229 2.13430402645 4.7108 420 452.476265 7.73244396282 4.2109 330 399.102141 20.9400428765 3.3110 265 333.429644 25.8225071274 2.65111 206 270.627818 31.3727271853 2.06112 184 224.422953 21.9689964366 1.84113 174 206.211378 18.5122859908 1.74114 200 197.419976 1.29001186772 2115 345 219.595882 36.3490197703 3.45116 410 347.775326 15.176749827 4.1117 450 391.796851 12.9340330701 4.5118 474 427.924518 9.7205659092 4.74119 480 457.784648 4.62819834716 4.8120 425 465.950894 9.63550454118 4.25121 370 403.166035 8.96379315568 3.7122 300 367.329275 22.4430917207 3123 240 302.821601 26.1756668844 2.4124 204 250.701524 22.8929038453 2.04125 190 222.824230 17.2759104605 1.9126 230 211.324704 8.11969381351 2.3127 350 243.045284 30.558490303 3.5128 466 352.169462 24.4271541842 4.66129 494 447.287486 9.45597440549 4.94130 510 485.804361 4.7442428989 5.1131 508 509.530853 0.30134908626 5.08132 480 506.517398 5.5244578964 4.8133 407 465.950894 14.4842492138 4.07134 330 389.793453 18.1192281016 3.3135 270 333.429644 23.4924606992 2.7136 210 274.870117 30.8905320163 2.1137 180 227.592116 26.4400643672 1.8138 170 202.735869 19.256393529 1.7
139 210 193.806824 7.71103637427 2.1140 335 227.592116 32.0620549669 3.35141 420 338.372203 19.4351896852 4.2142 444 399.102141 10.1121302945 4.44143 458 421.323434 8.00798384171 4.58144 466 437.307880 6.1571073545 4.66145 420 447.287486 6.49702058021 4.2146 340 399.102141 17.3829827919 3.4147 270 343.166141 27.0985708487 2.7148 215 274.870117 27.8465661555 2.15149 180 231.506672 28.6148175787 1.8150 183 202.735869 10.7846278684 1.83151 230 205.347570 10.7184478504 2.3152 370 243.045284 34.3120854218 3.7153 470 367.329275 21.8448350719 4.7154 496 452.476265 8.77494664439 4.96155 512 488.717477 4.54736783769 5.12156 500 512.555938 2.51118750774 5157 450 494.592640 9.90947551678 4.5158 380 427.924518 12.6117151554 3.8159 290 373.623385 28.8356499965 2.9160 220 293.031098 33.1959536126 2.2161 174 235.378911 35.2752362262 1.74162 164 197.419976 20.3780343077 1.64163 194 188.283031 2.94689126632 1.94164 225 214.669389 4.59138288327 2.25165 266 239.220705 10.0674042534 2.66166 350 271.467591 22.4378310179 3.5167 426 352.169462 17.3311123236 4.26168 460 404.014026 12.1708639198 4.6169 456 439.749943 3.56360893722 4.56170 390 434.903101 11.513615522 3.9171 248 379.482692 53.0172146733 2.48172 208 256.903225 23.5111658988 2.08173 194 226.012062 16.5010626895 1.94174 184 214.669389 16.6681459308 1.84175 234 206.211378 11.8754796478 2.34176 288 246.102219 14.5478406492 2.88177 380 291.126551 23.3877498476 3.8178 445 373.623385 16.0396887663 4.45179 474 422.396189 10.8868800295 4.74180 510 510.000000 0 5.1181 500 509.530853 1.90617067164 5182 470 494.592640 5.23247655862 4.7183 404 452.476265 11.9990754069 4.04184 312 387.862369 24.3148617309 3.12185 240 315.017741 31.2573921234 2.4186 190 250.701524 31.9481704444 1.9
187 180 211.324704 17.4026134605 1.8188 236 202.735869 14.094970763 2.36189 276 247.632454 10.2780963098 2.76190 344 280.112222 18.5720284055 3.44191 408 346.869828 14.9828851905 4.08192 452 390.452751 13.6166480157 4.52193 442 430.210241 2.6673662607 4.42194 415 419.211775 1.01488553531 4.15195 368 395.320217 7.42397204072 3.68196 320 365.983154 14.3697355036 3.2197 246 323.257208 31.4053689803 2.46198 230 255.342227 11.0183593727 2.3199 242 243.045284 0.43193551219 2.42200 280 252.242429 9.91341810288 2.8201 350 283.704122 18.9416795636 3.5202 405 352.169462 13.044577407 4.05203 465 388.498630 16.4519075799 4.65204 500 446.010118 10.7979764588 5205 510 494.592640 3.0210510146 5.1206 460 509.530853 10.767576817 4.6207 405 439.749943 8.58023290031 4.05208 290 388.498630 33.9650447425 2.9209 240 293.031098 22.0962908115 2.4210 207 250.701524 21.1118472678 2.07211 192 225.218675 17.3013933661 1.92212 210 213.003296 1.43014118876 2.1213 300 227.592116 24.1359613797 3214 370 302.821601 18.1563241831 3.7215 410 367.329275 10.4074938629 4.1216 424 391.796851 7.5950822678 4.24217 418 402.329903 3.7488270033 4.18218 400 397.556624 0.61084389259 4219 320 385.382423 20.4320071692 3.2220 244 323.257208 32.4824621686 2.44221 228 253.788979 11.3109556871 2.28222 190 241.516619 27.1140098725 1.9223 200 211.324704 5.66235211447 2224 250 219.595882 12.161647283 2.5225 336 258.473022 23.0735054154 3.36226 410 339.344100 17.2331463741 4.1227 456 391.796851 14.0796378981 4.56228 488 434.903101 10.8805121853 4.88229 510 477.172978 6.43667099058 5.1230 480 509.530853 6.1522611163 4.8231 428 465.950894 8.86703137851 4.28232 330 405.745842 22.9532854815 3.3233 280 333.429644 19.0820156742 2.8234 254 283.704122 11.6945360344 2.54
235 234 261.643139 11.8133073855 2.34236 222 246.102219 10.856855374 2.22237 246 236.918570 3.69163815519 2.46238 290 255.342227 11.9509563596 2.9239 355 293.031098 17.4560287471 3.55240 390 356.326666 8.63418815685 3.9241 396 379.482692 4.17103727529 3.96242 380 382.986002 0.78578998869 3.8243 345 373.623385 8.29663333042 3.45244 290 347.775326 19.9225261067 2.9245 250 293.031098 17.2124391791 2.5246 214 258.473022 20.7817858899 2.14247 202 230.727500 14.2215348814 2.02248 216 221.215368 2.41452209596 2.16249 260 232.284145 10.6599440419 2.6250 330 266.489561 19.2455877216 3.3251 380 333.429644 12.2553568717 3.8252 435 373.623385 14.109566669 4.35253 474 412.186418 13.0408401308 4.74254 486 457.784648 5.8056279972 4.86255 474 474.334837 0.070640617 4.74256 435 457.784648 5.23785009968 4.35257 350 412.186418 17.7675479371 3.5258 306 352.169462 15.0880593143 3.06259 273 308.875329 13.1411461884 2.73260 254 277.469762 9.24006374218 2.54261 240 261.643139 9.01797470089 2.4262 250 250.701524 0.28060953776 2.5263 290 258.473022 10.8713717916 2.9264 336 293.031098 12.7883637061 3.36265 366 339.344100 7.28303282341 3.66266 374 364.602325 2.51274720813 3.74267 362 369.926091 2.18952792205 3.62268 338 361.729882 7.02067507002 3.38269 300 341.268816 13.7562719254 3270 274 302.821601 10.5188323075 2.74271 250 278.345755 11.3383020875 2.5272 240 258.473022 7.69709241845 2.4273 250 250.701524 0.28060953776 2.5274 270 258.473022 4.2692511836 2.7275 310 274.870117 11.332220247 3.1276 348 312.963312 10.0680139081 3.48277 384 350.439231 8.73978360447 3.84278 420 375.993993 10.4776206688 4.2279 450 399.102141 11.3106352239 4.5280 430 427.924518 0.48267032781 4.3281 395 407.525727 3.17107023636 3.95282 360 382.396525 6.22125680943 3.6
283 326 360.235810 10.5017821661 3.26284 296 329.395022 11.2821021424 2.96285 278 298.855004 7.50179984089 2.78286 274 281.898266 2.88257879727 2.74287 278 278.345755 0.12437238087 2.78288 294 281.898266 4.1162360869 2.94289 314 296.896009 5.44713097677 3.14290 328 317.076511 3.3303319561 3.28291 334 331.419779 0.77252126499 3.34292 334 337.394352 1.01627291286 3.34293 316 337.394352 6.7703644079 3.16294 305 319.137509 4.63524896888 3.05295 290 307.859010 6.15827947178 2.9296 280 293.031098 4.65396355272 2.8297 272 283.704122 4.30298585566 2.72298 268 276.598530 3.20840658362 2.68299 268 273.160003 1.92537421856 2.68300 286 286.000000 0 2.86301 316 289.241294 8.46794503334 3.16302 360 319.137509 11.3506918458 3.6303 396 360.235810 9.03136114607 3.96304 418 382.986002 8.37655455573 4.18305 422 397.556624 5.7922690925 4.22306 412 400.692882 2.74444621222 4.12307 382 393.177085 2.92593837161 3.82308 356 374.815741 5.28532060045 3.56309 328 357.128484 8.88063532669 3.28310 294 331.419779 12.7278159779 2.94311 276 296.896009 7.57101765687 2.76312 264 280.112222 6.10311450187 2.64313 258 269.792214 4.57062564293 2.58314 266 264.860640 0.42833086598 2.66315 295 271.467591 7.97708764838 2.95316 320 297.873378 6.91456922689 3.2317 338 323.257208 4.36177287235 3.38318 348 341.268816 1.93424834016 3.48319 344 350.439231 1.87186946478 3.44320 330 346.869828 5.11206921906 3.3321 312 333.429644 6.86847560504 3.12322 286 315.017741 10.1460633203 2.86323 262 289.241294 10.3974403415 2.62324 248 268.133136 8.11819986511 2.48325 238 256.903225 7.9425315418 2.38326 248 249.165213 0.46984382605 2.48327 280 256.903225 8.24884818947 2.8328 330 283.704122 14.0290540826 3.3329 380 333.429644 12.2553568717 3.8330 402 373.623385 7.05885945523 4.02
331 420 386.610201 7.94995223526 4.2332 428 399.102141 6.75183609992 4.28333 414 405.745842 1.99375794953 4.14334 392 394.595784 0.66218977748 3.92335 368 380.643496 3.4357325556 3.68336 325 365.983154 12.6102011112 3.25337 274 328.377870 19.8459380916 2.74338 250 278.345755 11.3383020875 2.5339 232 258.473022 11.4107852605 2.32340 250 244.573494 2.17060259498 2.5341 265 258.473022 2.46301063989 2.65342 310 270.627818 12.7007038704 3.1343 340 312.963312 7.95196717652 3.4344 370 343.166141 7.25239424554 3.7345 360 367.329275 2.03590976725 3.6346 336 360.235810 7.21303864927 3.36347 304 339.344100 11.6263486402 3.04348 270 306.845385 13.646438778 2.7349 240 274.870117 14.5292155143 2.4350 226 250.701524 10.9298778073 2.26351 250 239.986552 4.00537925247 2.5352 315 258.473022 17.9450724431 3.15353 354 318.106868 10.1393027832 3.54354 390 355.514885 8.84233705329 3.9355 420 379.482692 9.64697800241 4.2356 452 399.102141 11.7030660415 4.52357 462 430.210241 6.88090018881 4.62358 445 442.228059 0.62290810665 4.45359 390 422.396189 8.30671504109 3.9
327.288888888889 327.371129528644 11.8685934921 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746927712471 0.074468345679 0.0749178731674 0
3.02821600522574 0.1995603935649 0.660788345679 0.060267937442 0.32286942859472.55342226557107 0.7007611937986 0.9465127901235 0.5188162863283 0.06422284468722.43045283939505 0.7360709366092 0.7619350123457 0.7110848234323 0.00092737542722.5070152384439 0.5925708634885 0.5973572345679 0.5878228435779 4.9213570425E-052.5847302180428 0.3671503607178 0.2839705679012 0.4746949247998 0.024108705189
2.78345755218808 0.1337847992277 0.074468345679 0.240348732622 0.04689063170443.02821600522574 -0.0312051790922 0.0161572345679 0.060267937442 0.13822333877033.43166141291506 0.0516672384776 0.1070016790123 0.0249482396589 0.02833787990183.60235809861546 0.1206498931332 0.1347705679012 0.1080087213384 0.00141691273983.63185036597418 0.0670117994487 0.0350105679012 0.1282635939531 0.02953254828553.48672194033766 -0.0581282382495 0.074468345679 0.0453735349051 0.23689824720613.02821600522574 0.1651910529564 0.4527794567901 0.060267937442 0.18336894713152.66489560518821 0.519252137466 0.7274194567901 0.3706565445098 0.05997385744052.52242429311936 0.730918776775 0.9465127901235 0.5644321596252 0.04947256616962.43045283939505 0.752936105727 0.7972505679012 0.7110848234323 0.0025454890032.49165212688606 0.4480330080303 0.3282016790123 0.6116165428791 0.04340883623112.74870117234332 -0.092985126219 0.031368345679 0.2756356291928 0.49182004567263.47775325709459 0.1483611775636 0.5286905679012 0.0416331221785 0.27274166047533.85382422941291 0.6770562511183 1.362148345679 0.3365310163408 0.34360203402344.2132343400497 1.3032228545361 1.9240772345679 0.8827035516412 0.1995995549108
4.47287486436886 1.4954902110423 1.5552861234568 1.4379932654145 0.00222077840834.30210241127694 0.9534328302027 0.8595350123457 1.0575882874482 0.01042490238863.99102141492338 0.3063711222094 0.1824239012346 0.5145338077336 0.0846934639443.67329275162097 -0.0291250483728 0.0053127901235 0.1596653402464 0.22400602873693.23257207691458 0.0153403574284 0.1390461234568 0.0016924352882 0.11060418634332.9303109794763 0.2654102885306 0.5973572345679 0.1179237768985 0.18516753905792.5847302180428 0.670302034705 0.9465127901235 0.4746949247998 0.0810712970667
2.43045283939505 0.9721833042588 1.3291527901235 0.7110848234323 0.09638096548842.29163716054912 0.8965245656669 0.8333661234568 0.9644696061201 0.00467347781782.4763245418495 0.5684481566724 0.5082105679012 0.6358256345567 0.0070015822967
2.63245478156327 -0.0815108279666 0.0161572345679 0.4112099163924 0.58912566234513.43166141291506 0.1306422972919 0.6841127901235 0.0249482396589 0.44667646698673.91796851184548 0.5199871578983 0.651428345679 0.4150673610884 0.02625420315363.9045275096891 0.3072775871046 0.2372772345679 0.3979290963533 0.0208882010569
3.71181920068639 0.011877592102 0.0007350123457 0.1919385367739 0.1695950540543.33429643887726 -0.0286500412358 0.2236239012346 0.0036705596239 0.28547268459692.83704121527394 0.3374974529519 0.5973572345679 0.1906807587781 0.11359678079332.5847302180428 0.780539007064 1.2834372345679 0.4746949247998 0.1977849668404
2.30727500460357 1.2494947420429 1.6715616790123 0.9339991039489 0.10710892863832.17965324392029 1.0643969219736 0.9465127901235 1.1969630197591 0.01448334169892.43045283939505 0.3987675542526 0.2236239012346 0.7110848234323 0.13656510391122.83704121527394 -0.2738406590656 0.393268345679 0.1906807587781 1.1298813780263
3.79482692389859 0.5873552151824 1.2703794567901 0.2715614983838 0.3662344520384.17145941748698 1.1914115079515 1.7612239012346 0.8059516909146 0.18364703086064.39749943246261 1.3565371469202 1.4571172345679 1.2628997772579 0.0068063436444.25680773193454 0.9114396297102 0.8595350123457 0.9664786037502 0.00322711840753.99102141492338 0.2633325150312 0.1347705679012 0.5145338077336 0.12321603373483.63185036597418 -0.0332671403439 0.008628345679 0.1282635939531 0.204168753231
3.211985145422 0.0291896104248 0.2236239012346 0.0038101175771 0.16973176004842.83704121527394 0.3811644609531 0.7619350123457 0.1906807587781 0.19100502384812.5070152384439 0.8455805622466 1.2163639012346 0.5878228435779 0.1135792709434
2.33060012450661 1.2004757302726 1.6202461234568 0.8894586804497 0.10929644232382.19595881792458 1.0485334101978 0.9465127901235 1.1615504024596 0.01082456756772.43045283939505 0.6517450910201 0.5973572345679 0.7110848234323 0.00483680754822.5847302180428 0.2569133883589 0.1390461234568 0.4746949247998 0.09939503541532.9303109794763 -0.1123300588606 0.1070016790123 0.1179237768985 0.44848338421
3.60235809861546 0.1732333816659 0.2778461234568 0.1080087213384 0.03906232118293.73623384989966 0.2808025820452 0.3685839012346 0.2139271135259 0.02066870591473.78323516202516 0.1360994861822 0.071348345679 0.2596145707764 0.05916334404543.55514885492185 -0.0768011829405 0.074468345679 0.0792070999735 0.3081902511213.02821600522574 0.1897405819625 0.5973572345679 0.060267937442 0.27901214817662.5847302180428 1.0147925733269 2.1694016790123 0.4746949247998 0.6158015151095
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2.74870117234332 0.0907684168111 0.0298905679012 0.2756356291928 0.1234108663133.12963311599838 -0.0298401917992 0.0428950123457 0.020758521747 0.1227569534053.50439230958833 0.130821766333 0.3216150123457 0.0532137303593 0.11263252186353.75993993191136 0.4507879715554 0.8595350123457 0.2364182870741 0.19365286352623.99102141492338 0.8802192179189 1.5058016790123 0.5145338077336 0.25905920006664.27924517590411 1.0327950213811 1.0549572345679 1.01109838507 0.00043076272334.07525727433639 0.5427356884812 0.4584794567901 0.6424759565311 0.01568938477423.82396524513939 0.1799941809297 0.1070016790123 0.3027794093288 0.0501604310303
3.60235809861546 -0.0042358921318 0.0001661234568 0.1080087213384 0.11720906768763.29395022341421 -0.0063325357342 0.0978994567901 0.0004096142118 0.11152275171842.98855003557684 0.1405528164524 0.2429394567901 0.0813169440392 0.04349311733912.81898265904507 0.2423198377126 0.2839705679012 0.2067781326179 0.00623826042982.78345755218808 0.2416406227094 0.2429394567901 0.240348732622 1.1954667133E-052.81898265904507 0.1513741104643 0.1108150123457 0.2067781326179 0.01464519681182.96896008732951 0.0404980494129 0.0176594567901 0.0928732987512 0.02925465172633.17076511183989 -0.000732061749 5.0567901235E-05 0.0105979166862 0.01193226079143.31419778974942 0.0027170936284 0.0045039012346 0.0016391562339 0.00066575405383.37394351528956 0.0067266956535 0.0045039012346 0.0100464979268 0.00115216223023.37394351528956 -0.011315103947 0.0127439012346 0.0100464979268 0.04577182773453.19137509355094 0.0183518245202 0.0496794567901 0.0067792501162 0.01998691707653.07859010468168 0.0727585239633 0.1390461234568 0.038072279023 0.03189442549022.9303109794763 0.1623901937876 0.2236239012346 0.1179237768985 0.0169809513721
2.83704121527394 0.2414300353491 0.3056861234568 0.1906807587781 0.01369864607282.765985296441 0.3010251033155 0.3515172345679 0.2577856899036 0.007393471204
2.73160002905747 0.3214117462886 0.3515172345679 0.2938846249724 0.00266256299872.86 0.1708167970316 0.1704772345679 0.1711570358476 0
2.89241293694656 0.0430443480081 0.0127439012346 0.1453884380727 0.07160283631363.19137509355094 -0.0269330864344 0.1070016790123 0.0067792501162 0.16697431417053.60235809861546 0.2258168701985 0.4721216790123 0.1080087213384 0.12790772962593.82986001957034 0.5044886872282 0.8228505679012 0.3093014035226 0.12259800589533.97556624429641 0.6647346205957 0.8970194567901 0.4926003694498 0.05974786092744.00692881605647 0.6211167087056 0.7175972345679 0.5376079327641 0.01278509263843.93177084579559 0.3600316918563 0.2993305679012 0.4330423720163 0.01249272196993.74815741337597 0.136218752127 0.0824327901235 0.2250991189702 0.03540321220833.57128483871543 0.0021160785311 5.0567901235E-05 0.0885500137489 0.08484685726553.31419778974942 -0.0134775041568 0.1108150123457 0.0016391562339 0.14002398585342.96896008732951 0.1563035084366 0.2630550123457 0.0928732987512 0.04366431809682.80112222284942 0.2990963729557 0.400548345679 0.2233404313869 0.02596037069592.69792214158769 0.3989579069406 0.4800950123457 0.3315331495171 0.01390563147662.64860639896484 0.3831198453456 0.3756327901235 0.3907561314052 0.00012981414452.71467591437272 0.1805063129928 0.1042572345679 0.3125205571133 0.05537742527632.97873378473939 0.021500582991 0.0053127901235 0.0870117317285 0.04895873801583.23257207691458 -0.0044064673901 0.0114727901235 0.0016924352882 0.02173499250533.41268815776229 0.0287836524061 0.0428950123457 0.0193145683036 0.00453088410543.50439230958833 0.0385493606122 0.0279261234568 0.0532137303593 0.00414636953413.46869828422914 0.0052863139224 0.0007350123457 0.0380199258569 0.02845911110193.33429643887726 -0.0092627952868 0.0233750123457 0.0036705596239 0.04592296371553.15017741096146 0.0510057682391 0.1704772345679 0.0152606205764 0.08420292983232.89241293694656 0.2489454615117 0.4262639012346 0.1453884380727 0.07420880821592.68133135665463 0.4696914713418 0.6286727901235 0.3509139916934 0.04053431517242.56903225069488 0.6292000891486 0.7972505679012 0.4965725558865 0.03573319180282.49165212688606 0.6200860250783 0.6286727901235 0.6116165428791 0.0001357720612.56903225069488 0.3332348904202 0.2236239012346 0.4965725558865 0.05334610121912.83704121527394 -0.0118386110581 0.0007350123457 0.1906807587781 0.2143308363553.33429643887726 0.031935102355 0.2778461234568 0.0036705596239 0.21687980684243.73623384989966 0.345555739691 0.5581750123457 0.2139271135259 0.0805232279428
3.86610200611892 0.5492120101318 0.8595350123457 0.3509267542806 0.11148787031783.99102141492338 0.7224109915988 1.0142727901235 0.5145338077336 0.08350862263294.05745842088931 0.6795958409116 0.7518816790123 0.6142595568908 0.00681311228213.9459578392773 0.4350182080225 0.4187527901235 0.4519154159077 0.0006738094199
3.80643495804604 0.2168777222612 0.1657394567901 0.283794500864 0.01598579861613.65983153611553 -0.0088378632901 0.0005239012346 0.1490888403779 0.16796188799483.28377870371015 -0.0053648100889 0.2839705679012 0.0001013527124 0.29569527860872.78345755218808 0.3789116707769 0.5973572345679 0.240348732622 0.08034818389252.5847302180428 0.6565224131602 0.9079972345679 0.4746949247998 0.070082088345
2.44573493512558 0.639933729031 0.5973572345679 0.6855448529852 0.00294469726582.5847302180428 0.4291586576698 0.3879905679012 0.4746949247998 0.0042601444367
2.70627818001665 0.0981028808178 0.0298905679012 0.3219803403048 0.1550168715313.12963311599838 -0.0183139374562 0.0161572345679 0.020758521747 0.07309825196473.43166141291506 0.0674622502405 0.1824239012346 0.0249482396589 0.07200559731873.67329275162097 0.130707534161 0.1070016790123 0.1596653402464 0.00537182744023.60235809861546 0.0286287882011 0.007588345679 0.1080087213384 0.05873744796453.39344099866303 -0.0278837175864 0.0542372345679 0.0143352018706 0.12492053953593.0684538470068 0.1175897114811 0.3282016790123 0.0421306200743 0.1357582373741
2.74870117234332 0.4582755028712 0.7619350123457 0.2756356291928 0.12159250759362.5070152384439 0.7765779171307 1.0259439012346 0.5878228435779 0.0610165280235
2.39986551868814 0.6753856913353 0.5973572345679 0.7636064412787 0.01002691434762.5847302180428 0.0846681190479 0.0151016790123 0.4746949247998 0.3195299263939
3.18106868147579 -0.0247458715112 0.071348345679 0.0085826538937 0.12883169141753.55514885492185 0.1764926207314 0.393268345679 0.0792070999735 0.11892231226173.79482692389859 0.48313208946 0.8595350123457 0.2715614983838 0.16416522159753.99102141492338 0.8945654203117 1.5552861234568 0.5145338077336 0.27981834346974.30210241127694 1.3853570989188 1.814708345679 1.0575882874482 0.10105887691594.42228058925389 1.3519936778101 1.3855905679012 1.3192114230449 0.00076836573214.22396188660262 0.5959127041543 0.393268345679 0.9029761862967 0.10495130397113.27371129528644 226.67292318621 297.63219555556 227.11313428104 71.399726951007
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.871843563999 RMSE --> 0.4453454556453
512 0 512.555938 0512 400 512.5559375 400
164 0 188.283031 0164 400 188.2830309 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 491,196 cm
LLWL real = 164cm
LLWL skema1a = 186,221 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,196 cm
LLWL real = 164cm
LLWL skema1a = 186,221 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,196 cm
LLWL real = 164cm
LLWL skema1a = 186,221 cm
SKEMA 3A ; ROI 0,53 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.575316 22.9980960807 2.462 230 256.894425 11.6932280872 2.33 240 243.464794 1.44366404538 2.44 250 251.856889 0.74275561775 2.55 274 260.254238 5.01670159639 2.746 300 280.461974 6.51267541372 37 340 302.575316 11.0072598946 3.48 360 337.471331 6.25796360861 3.69 364 355.197959 2.41814309906 3.64
10 346 358.744789 3.68346495088 3.4611 300 342.783061 14.2610203815 312 260 302.575316 16.3751216764 2.613 242 268.661398 11.0171065228 2.4214 230 253.535823 10.2329665094 2.315 238 243.464794 2.29613181047 2.3816 270 250.178160 7.34142239258 2.717 345 277.085449 19.6853771251 3.4518 400 341.897121 14.5257197862 419 444 390.538485 12.0408817738 4.4420 466 429.100268 7.91839751808 4.6621 452 448.321754 0.81377114548 4.5222 420 436.092479 3.83154261137 4.223 370 408.095226 10.2960070632 3.724 320 364.061343 13.7691696679 3.225 290 319.883999 10.304827283 2.926 250 294.028183 17.6112732867 2.527 230 260.254238 13.1540163591 2.328 212 243.464794 14.841883825 2.1229 236 228.364230 3.23549595228 2.3630 256 248.499608 2.92984064523 2.5631 340 265.296968 21.9714799485 3.432 410 337.471331 17.6899192661 4.133 408 399.324573 2.12633007605 4.0834 376 397.568697 5.73635557119 3.7635 330 369.371768 11.9308389344 3.336 280 328.648971 17.3746323824 2.837 250 285.536598 14.2146393369 2.538 214 260.254238 21.6141297317 2.1439 198 230.041945 16.1828004708 1.9840 230 216.620201 5.81730375786 2.341 280 243.464794 13.0482879611 2.842 390 285.536598 26.7854876045 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 381.733759 13.2423276047 4.444 460 425.602727 7.47766806532 4.645 448 443.081566 1.09786474748 4.4846 420 432.596814 2.9992413409 4.247 364 408.095226 12.1140731137 3.6448 318 358.744789 12.8128266447 3.1849 280 318.139415 13.6212196126 2.850 240 285.536598 18.9735826426 2.451 217 251.856889 16.0630825089 2.1752 200 232.558544 16.279271977 253 230 218.297945 5.0878500098 2.354 250 243.464794 2.61408251643 2.555 290 260.254238 10.2571594394 2.956 360 294.028183 18.325504662 3.657 380 355.197959 6.52685286331 3.858 388 372.908053 3.88967716292 3.8859 354 379.970341 7.33625461907 3.5460 300 349.876088 16.6253626114 361 250 302.575316 21.0301265434 2.562 180 260.254238 44.5856875699 1.863 182 201.519750 10.7251375761 1.8264 227 203.197652 10.4856156762 2.2765 290 240.947742 16.9145718892 2.966 335 294.028183 12.2303930696 3.3567 438 333.054285 23.9602089655 4.3868 452 423.853545 6.22709189112 4.5269 442 436.092479 1.33654321997 4.4270 424 427.351629 0.79047857267 4.2471 396 411.599897 3.93936794938 3.9672 364 387.018994 6.32389941841 3.6473 300 358.744789 19.5815962434 374 258 302.575316 17.2772544025 2.5875 210 266.978883 27.1328014922 2.176 196 226.686521 15.6563884948 1.9677 220 214.942443 2.29888937278 2.278 246 235.075194 4.44097795266 2.4679 350 256.894425 26.6015929713 3.580 450 346.328645 23.0380787813 4.581 464 434.344750 6.3912177294 4.6482 464 446.575161 3.75535326635 4.6483 400 446.575161 11.643790211 484 270 390.538485 44.6438833054 2.785 224 277.085449 23.6988611242 2.2486 202 238.430856 18.035077015 2.0287 186 219.975676 18.2664924435 1.8688 178 206.553399 16.0412356504 1.7889 200 199.841829 0.07908525253 290 250 218.297945 12.680822009 2.5
91 320 260.254238 18.6705507419 3.292 368 319.883999 13.0750002389 3.6893 396 362.289760 8.51268695374 3.9694 440 387.018994 12.0411377539 4.495 450 425.602727 5.42161624455 4.596 400 434.344750 8.5861874339 497 315 390.538485 23.9804714046 3.1598 270 315.528197 16.8622950582 2.799 235 277.085449 17.9087016674 2.35
100 208 247.660391 19.0674958217 2.08101 222 225.008816 1.35532245458 2.22102 250 236.753003 5.29879888462 2.5103 336 260.254238 22.543381659 3.36104 460 333.936849 27.405032849 4.6105 478 443.081566 7.30511172986 4.78106 490 458.798956 6.36756005372 4.9107 470 469.273089 0.15466194036 4.7108 420 451.814575 7.5748988972 4.2109 330 408.095226 23.6652200405 3.3110 265 328.648971 24.0184794984 2.65111 206 272.870752 32.4615300714 2.06112 184 223.331109 21.3756025251 1.84113 174 204.875535 17.744560601 1.74114 200 196.485932 1.75703396987 2115 345 218.297945 36.7252333399 3.45116 410 341.897121 16.610458328 4.1117 450 399.324573 11.2612059356 4.5118 474 434.344750 8.36608655367 4.74119 480 455.306958 5.14438377431 4.8120 425 460.544825 8.36348834936 4.25121 370 412.475783 11.4799413189 3.7122 300 364.061343 21.3537809791 3123 240 302.575316 26.0730484827 2.4124 204 251.856889 23.4592593355 2.04125 190 221.653396 16.6596822818 1.9126 230 209.909071 8.73518653129 2.3127 350 243.464794 30.4386303689 3.5128 466 346.328645 25.6805481794 4.66129 494 448.321754 9.24660841652 4.94130 510 472.763970 7.30118235484 5.1131 508 486.725755 4.18784341731 5.08132 480 484.980656 1.03763665297 4.8133 407 460.544825 13.1559767776 4.07134 330 396.690519 20.2092481531 3.3135 270 328.648971 21.7218409892 2.7136 210 277.085449 31.9454518659 2.1137 180 226.686521 25.936956361 1.8138 170 201.519750 18.5410296403 1.7
139 210 193.129963 8.03335109536 2.1140 335 226.686521 32.3323816568 3.35141 420 333.054285 20.7013607783 4.2142 444 408.095226 8.08666078067 4.44143 458 429.100268 6.30998524766 4.58144 466 441.334546 5.29301578702 4.66145 420 448.321754 6.74327486248 4.2146 340 408.095226 20.0280076864 3.4147 270 337.471331 24.9893818552 2.7148 215 277.085449 28.8769529853 2.15149 180 230.880807 28.2671150251 1.8150 183 201.519750 10.1200821795 1.83151 230 204.036596 11.2884363874 2.3152 370 243.464794 34.198704403 3.7153 470 364.061343 22.5401398006 4.7154 496 451.814575 8.90835174027 4.96155 512 474.509335 7.32239553253 5.12156 500 488.470826 2.30583472472 5157 450 477.999929 6.22220654303 4.5158 380 434.344750 14.3012499304 3.8159 290 372.908053 28.5889836579 2.9160 220 294.028183 33.6491741894 2.2161 174 235.075194 35.1006863428 1.74162 164 196.485932 19.8084951587 1.64163 194 188.095881 3.04336007715 1.94164 225 213.264670 5.21570236803 2.25165 266 239.269802 10.048946674 2.66166 350 273.713223 21.7962220564 3.5167 426 346.328645 18.7021958958 4.26168 460 413.351562 10.1409648397 4.6169 456 443.081566 2.83298992735 4.56170 390 439.587366 12.714709199 3.9171 248 381.733759 53.9249026368 2.48172 208 258.574160 24.3145002317 2.08173 194 225.008816 15.9839256954 1.94174 184 213.264670 15.9047117782 1.84175 234 204.875535 12.4463523736 2.34176 288 246.821210 14.2981908382 2.88177 380 292.325911 23.0721287022 3.8178 445 372.908053 16.2004376162 4.45179 474 429.974493 9.28808171462 4.74180 510 510.000000 0 5.1181 500 486.725755 2.65484891199 5182 470 477.999929 1.70211264758 4.7183 404 451.814575 11.8352909327 4.04184 312 394.054985 26.2996747297 3.12185 240 312.923892 30.3849548015 2.4186 190 251.856889 32.5562573918 1.9
187 180 209.909071 16.6161505433 1.8188 236 201.519750 14.6102752591 2.36189 276 248.499608 9.96391016369 2.76190 344 282.152096 17.9790419075 3.44191 408 341.011409 16.4187722221 4.08192 452 397.568697 12.0423236841 4.52193 442 436.092479 1.33654321997 4.42194 415 427.351629 2.97629618027 4.15195 368 403.711622 9.70424509737 3.68196 320 362.289760 13.2155498947 3.2197 246 319.883999 30.034145984 2.46198 230 256.894425 11.6932280872 2.3199 242 243.464794 0.60528665658 2.42200 280 253.535823 9.45149179586 2.8201 350 285.536598 18.4181147594 3.5202 405 346.328645 14.4867542015 4.05203 465 394.933666 15.068028745 4.65204 500 447.448474 10.510305255 5205 510 477.999929 6.27452363851 5.1206 460 486.725755 5.80994683479 4.6207 405 443.081566 9.4028557855 4.05208 290 394.933666 36.1840228745 2.9209 240 294.028183 22.511743007 2.4210 207 251.856889 21.6699947074 2.07211 192 224.169963 16.755188896 1.92212 210 211.586879 0.75565673725 2.1213 300 226.686521 24.4378261834 3214 370 302.575316 18.2228874707 3.7215 410 364.061343 11.2045505031 4.1216 424 399.324573 5.81967611091 4.24217 418 411.599897 1.53112510059 4.18218 400 406.342172 1.5855429725 4219 320 390.538485 22.0432765389 3.2220 244 319.883999 31.0999996396 2.44221 228 255.214991 11.9363994207 2.28222 190 241.786738 27.256177966 1.9223 200 209.909071 4.95453548901 2224 250 218.297945 12.680822009 2.5225 336 260.254238 22.543381659 3.36226 410 333.936849 18.5519880745 4.1227 456 399.324573 12.428821647 4.56228 488 439.587366 9.92062174668 4.88229 510 467.527566 8.32792832693 5.1230 480 486.725755 1.40119905001 4.8231 428 460.544825 7.60393118804 4.28232 330 415.102810 25.7887302701 3.3233 280 328.648971 17.3746323824 2.8234 254 285.536598 12.4159835993 2.54
235 234 263.615592 12.6562359701 2.34236 222 246.821210 11.180725399 2.22237 246 236.753003 3.75894195591 2.46238 290 256.894425 11.415715655 2.9239 355 294.028183 17.1751596573 3.55240 390 350.763084 10.060747743 3.9241 396 381.733759 3.60258622744 3.96242 380 387.018994 1.84710365342 3.8243 345 372.908053 8.08929061098 3.45244 290 341.897121 17.8955589156 2.9245 250 294.028183 17.6112732867 2.5246 214 260.254238 21.6141297317 2.14247 202 230.041945 13.8821509565 2.02248 216 219.975676 1.84059071524 2.16249 260 231.719673 10.8770488031 2.6250 330 268.661398 18.5874552166 3.3251 380 328.648971 13.5134287708 3.8252 435 372.908053 14.2740108947 4.35253 474 421.229209 11.1330782885 4.74254 486 455.306958 6.31544076475 4.86255 474 465.781982 1.73375910491 4.74256 435 455.306958 4.66826618007 4.35257 350 421.229209 20.3512025464 3.5258 306 346.328645 13.1792959098 3.06259 273 307.736108 12.723848926 2.73260 254 279.617397 10.0855893935 2.54261 240 263.615592 9.83983007088 2.4262 250 251.856889 0.74275561775 2.5263 290 260.254238 10.2571594394 2.9264 336 294.028183 12.4916121379 3.36265 366 333.936849 8.76042379925 3.66266 374 360.517551 3.60493302078 3.74267 362 367.602394 1.54762263566 3.62268 338 356.971559 5.61288736118 3.38269 300 335.703293 11.9010976628 3270 274 302.575316 10.4289475761 2.74271 250 280.461974 12.1847895035 2.5272 240 260.254238 8.43926567745 2.4273 250 251.856889 0.74275561775 2.5274 270 260.254238 3.60954162004 2.7275 310 277.085449 10.6175971231 3.1276 348 311.191556 10.5771392224 3.48277 384 344.555534 10.2719962714 3.84278 420 376.440928 10.3712077131 4.2279 450 408.095226 9.31217197027 4.5280 430 434.344750 1.01040691526 4.3281 395 416.853664 5.53257305492 3.95282 360 386.138632 7.2607310566 3.6
283 326 355.197959 8.95642917773 3.26284 296 325.135019 9.84291174161 2.96285 278 299.148842 7.60749700955 2.78286 274 283.843600 3.59255470607 2.74287 278 280.461974 0.88560207153 2.78288 294 283.843600 3.45455785897 2.94289 314 297.439528 5.27403559928 3.14290 328 314.659322 4.06727972916 3.28291 334 326.890756 2.128516018 3.34292 334 332.172191 0.54724830165 3.34293 316 332.172191 5.11778185838 3.16294 305 316.397840 3.73699665243 3.05295 290 306.874142 5.81866949023 2.9296 280 294.028183 5.01006543454 2.8297 272 285.536598 4.97669056701 2.72298 268 278.773126 4.0198230504 2.68299 268 275.398845 2.76076321043 2.68300 286 286.000000 0 2.86301 316 290.625741 8.02982891485 3.16302 360 316.397840 12.1117111695 3.6303 396 355.197959 10.3035456769 3.96304 418 387.018994 7.41172395144 4.18305 422 406.342172 3.71038580805 4.22306 412 409.847793 0.52238031981 4.12307 382 401.079832 4.99472050858 3.82308 356 374.674922 5.24576455733 3.56309 328 351.650096 7.21039506699 3.28310 294 326.890756 11.1873321428 2.94311 276 297.439528 7.76794500662 2.76312 264 282.152096 6.87579387807 2.64313 258 272.028494 5.43740082372 2.58314 266 266.978883 0.36800117807 2.66315 295 273.713223 7.21585667707 2.95316 320 298.293869 6.78316582439 3.2317 338 319.883999 5.35976357375 3.38318 348 335.703293 3.53353649761 3.48319 344 344.555534 0.16149253421 3.44320 330 341.011409 3.33679070726 3.3321 312 328.648971 5.33620854834 3.12322 286 312.923892 9.41394808515 2.86323 262 290.625741 10.9258552019 2.62324 248 270.344578 9.00991041654 2.48325 238 258.574160 8.64460524454 2.38326 248 250.178160 0.87829013712 2.48327 280 258.574160 7.65208554214 2.8328 330 285.536598 13.4737580781 3.3329 380 328.648971 13.5134287708 3.8330 402 372.908053 7.23680283386 4.02
331 420 392.297097 6.59592938661 4.2332 428 408.095226 4.65064809958 4.28333 414 415.102810 0.26637920084 4.14334 392 402.834501 2.76390327997 3.92335 368 383.496329 4.21095907884 3.68336 325 362.289760 11.4737722041 3.25337 274 324.258123 18.3423808302 2.74338 250 280.461974 12.1847895035 2.5339 232 260.254238 12.1785507008 2.32340 250 245.142945 1.94282184482 2.5341 265 260.254238 1.79085372608 2.65342 310 272.870752 11.9771767913 3.1343 340 311.191556 8.47307191003 3.4344 370 337.471331 8.79153215972 3.7345 360 364.061343 1.1281508159 3.6346 336 355.197959 5.71367830935 3.36347 304 333.936849 9.84764766274 3.04348 270 306.012921 13.3381188422 2.7349 240 277.085449 15.4522703826 2.4350 226 251.856889 11.4411013471 2.26351 250 240.108763 3.95649467567 2.5352 315 260.254238 17.3796071029 3.15353 354 315.528197 10.8677410573 3.54354 390 349.876088 10.2881826066 3.9355 420 381.733759 9.11100987158 4.2356 452 408.095226 9.71344554562 4.52357 462 436.092479 5.60768853512 4.62358 445 444.828434 0.03855409323 4.45359 390 429.974493 10.2498699161 3.9
327.288888888889 327.342204215282 11.8447527325 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746138372808 0.074468345679 0.074759613135 0
3.02575316358512 0.2013272795113 0.660788345679 0.061339873411 0.32007664210662.56894424600497 0.6853786203412 0.9465127901235 0.4962889652653 0.07233100745922.43464793708913 0.7321565965978 0.7619350123457 0.7035419993254 0.00120047954452.51856889044383 0.5834176136986 0.5973572345679 0.569803280645 0.00034480369232.6025423762588 0.3575043197364 0.2839705679012 0.4500795261101 0.0188945983246
2.80461973758853 0.1279309400011 0.074468345679 0.2197756007648 0.038173446943.02575316358512 -0.0314814663424 0.0161572345679 0.061339873411 0.14006069456653.37471331009019 0.0331334992008 0.1070016790123 0.0102599209604 0.05075409265053.55197959119404 0.1022615713369 0.1347705679012 0.0775943081279 0.00774759236643.58744788730057 0.0587577248032 0.0350105679012 0.0986122314208 0.01624296397743.42783061144435 -0.0421363829089 0.074468345679 0.0238420062707 0.18303903208883.02575316358512 0.1666536365118 0.4527794567901 0.061339873411 0.18126575630272.68661397785252 0.5004820779521 0.7274194567901 0.3443437043279 0.07108301318632.53535822971602 0.7180540824107 0.9465127901235 0.5447381912287 0.05539349629512.43464793708913 0.7489320786991 0.7972505679012 0.7035419993254 0.00298639702812.50178159540046 0.4420642381617 0.3282016790123 0.5954289790642 0.0392905359222.77085448918312 -0.0890102977149 0.031368345679 0.2525741452979 0.46123862486273.41897120855142 0.1058304161014 0.5286905679012 0.0211845598393 0.33759445649223.90538484924519 0.7375708139665 1.362148345679 0.3993769895481 0.28581335941664.29100267565733 1.4114974031856 1.9240772345679 1.0354703456834 0.1361590253724.48321754422409 1.5087494128053 1.5552861234568 1.4636051568319 0.00135294905294.36092478967735 1.0082358805939 0.8595350123457 1.1826622258734 0.02589678793274.08095226133805 0.344905129172 0.1824239012346 0.6521050548974 0.14512462541863.64061342937246 -0.026764172224 0.0053127901235 0.1348295148483 0.19414019414343.19883999120715 0.0278108181082 0.1390461234568 0.0055624823233 0.08930534034472.94028183216725 0.25748036674 0.5973572345679 0.1109823995092 0.19384809173662.6025423762588 0.6526913727298 0.9465127901235 0.4500795261101 0.0915318894323
2.43464793708913 0.9670133460156 1.3291527901235 0.7035419993254 0.09900332431442.28364229552624 0.9035589331427 0.8333661234568 0.9796639468322 0.00583049903252.48499607948205 0.5620601084995 0.5082105679012 0.6216154986133 0.00562558809312.6529696817504 -0.0788663889223 0.0161572345679 0.3849611315289 0.5580542963841
3.37471331009019 0.0837791331695 0.6841127901235 0.0102599209604 0.52604078256033.99324573289721 0.5809776988408 0.651428345679 0.5181461457569 0.00752630286053.97568696947659 0.342081049043 0.2372772345679 0.4931760281491 0.0465208688023.69371768483418 0.0113946818683 0.0007350123457 0.1766484272569 0.15501361535123.28648970670812 -0.0061795533719 0.2236239012346 0.0001707638569 0.2366722347332.85536598342269 0.3231108827252 0.5973572345679 0.174770868241 0.1262849821742.6025423762588 0.7600321192728 1.2834372345679 0.4500795261101 0.2139454498351
2.30041944932149 1.2579842411317 1.6715616790123 0.9467340456565 0.10266862350352.16620201356918 1.0772020633643 0.9465127901235 1.2259361916968 0.01790190117292.43464793708913 0.3966469545723 0.2236239012346 0.7035419993254 0.13348212987322.85536598342269 -0.262167599497 0.393268345679 0.174770868241 1.0912602285904
3.81733758539352 0.6130532522926 1.2703794567901 0.2958441181788 0.33949548939514.25602726899507 1.3040263143782 1.7612239012346 0.9655130318177 0.1183172396754.43081565931283 1.3971026952029 1.4571172345679 1.3395599850427 0.00241909936884.32596813631765 0.9758271788568 0.8595350123457 1.1078532803416 0.01586797136734.08095226133805 0.2964533160209 0.1347705679012 0.6521050548974 0.19443889677913.58744788730057 -0.0291695118382 0.008628345679 0.0986122314208 0.1660137808657
3.181394149154 0.043518968067 0.2236239012346 0.0084691330898 0.14546149700892.85536598342269 0.3649164885982 0.7619350123457 0.174770868241 0.20735817885852.51856889044383 0.8325191537626 1.2163639012346 0.569803280645 0.12150027138522.32558543954029 1.2064906799477 1.6202461234568 0.8983942252521 0.10600587844062.18297944977457 1.060879482096 0.9465127901235 1.1890650472726 0.01369380917512.43464793708913 0.6482791860914 0.5973572345679 0.7035419993254 0.00427089212672.6025423762588 0.2501635731934 0.1390461234568 0.4500795261101 0.0884810379218
2.94028183216725 -0.1089738642442 0.1070016790123 0.1109823995092 0.43522806096863.55197959119404 0.1468307791835 0.2778461234568 0.0775943081279 0.06151412318433.72908052607884 0.2766353284635 0.3685839012346 0.2076246539738 0.02277668760863.79970341351502 0.1405756018616 0.071348345679 0.2769720818429 0.06744586299143.49876087834104 -0.0614924646309 0.074468345679 0.0507775910947 0.24876241376353.02575316358512 0.1914205243685 0.5973572345679 0.061339873411 0.27641638901982.6025423762588 0.9881312056768 2.1694016790123 0.4500795261101 0.6440742656911
2.01519750388436 1.8280604513776 2.1108861234568 1.5831289887009 0.03810206552272.03197652415082 1.2450319161651 1.0057861234568 1.5411869741672 0.05665517505532.40947741521398 0.3221553520007 0.1390461234568 0.7464003184165 0.24061240618522.94028183216725 -0.0256888117478 0.0059461234568 0.1109823995092 0.16786897705223.33054284730982 0.0632390780649 1.2256950123457 0.0032627863818 1.10136031533264.23853544652157 1.2036036500705 1.5552861234568 0.9314438832922 0.07922229486484.36092478967735 1.2474864850493 1.3158639012346 1.1826622258734 0.00348988047474.27351629148141 0.967202260684 0.9353039012346 1.0001885075401 0.00112334179474.11599897079527 0.5789439696361 0.4721216790123 0.7099358806805 0.0243356788892
3.87018993883 0.2190801256246 0.1347705679012 0.3561319225045 0.05298740793863.58744788730057 -0.0856941639648 0.074468345679 0.0986122314208 0.34509502029393.02575316358512 0.1716070140831 0.4800950123457 0.061339873411 0.19869588284612.66978883133662 0.7079946859306 1.375668345679 0.3643730532003 0.3246593123162.26686521449855 1.3214972750625 1.7236772345679 1.0131566472974 0.09416625986922.14942443379881 1.2059245451407 1.1510905679012 1.2633706235855 0.00255788789662.35075194236451 0.7500282722279 0.660788345679 0.8513201130434 0.01193513809712.56894424600497 -0.1599947350362 0.0515794567901 0.4962889652653 0.86686481704733.46328645484041 0.2329847304135 1.5058016790123 0.0360484952052 1.07477497471744.34344749735597 1.46284368898 1.8689927901235 1.1449544747827 0.08794338682444.46575160844119 1.6300469981791 1.8689927901235 1.4216497946454 0.03036250196084.46575160844119 0.8669560757546 0.5286905679012 1.4216497946454 0.21692456076563.90538484924519 -0.3620444703743 0.3282016790123 0.3993769895481 1.45295263478982.77085448918312 0.5190964413785 1.0668594567901 0.2525741452979 0.28180648868592.38430855570348 1.1139604081336 1.5697305679012 0.7905227917861 0.13272072375882.19975675944914 1.5169697483178 1.9962550123457 1.1527571392832 0.11543465559142.06553399457713 1.8032426452474 2.2287172345679 1.4589935354762 0.08152966205921.99841829494933 1.622938103107 1.6202461234568 1.6256345553829 2.5017908673E-062.18297944977457 0.8427909636203 0.5973572345679 1.1890650472726 0.1005020292652
2.6025423762588 0.0488996734252 0.0053127901235 0.4500795261101 0.35695561216653.19883999120715 -0.0303631816294 0.1657394567901 0.0055624823233 0.23151495406153.62289759663198 0.2401285365443 0.4721216790123 0.1221331631785 0.1136380303565
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2.86 0.1706973676267 0.1704772345679 0.1709177849378 02.90625740629073 0.0414488077818 0.0127439012346 0.1348098698277 0.06438530386233.16397839789906 -0.0358002320759 0.1070016790123 0.0119779112675 0.19011483749873.55197959119404 0.1913999870301 0.4721216790123 0.0775943081279 0.1664806540022
3.87018993883 0.5413347898303 0.8228505679012 0.3561319225045 0.09598227400224.06342171890008 0.7482174716215 0.8970194567901 0.6240994892608 0.02451675811224.09847793082382 0.6989140105809 0.7175972345679 0.6807172194307 0.00046319946164.01079832342758 0.4034267565552 0.2993305679012 0.5437237801866 0.03640400022283.74674921824107 0.1358974914458 0.0824327901235 0.2240386156237 0.03487527051373.5165009581973 0.0017285611808 5.0567901235E-05 0.0590873594254 0.0559327032282
3.26890756499882 0.0015028192837 0.1108150123457 2.0380503974E-05 0.10818018631352.97439528218266 0.1533675026691 0.2630550123457 0.0894170031782 0.04596533702222.82152095838104 0.286003174796 0.400548345679 0.2042145895141 0.03294985833162.72028494125193 0.3832625512464 0.4800950123457 0.305960652393 0.01967986474212.66978883133662 0.3699600878736 0.3756327901235 0.3643730532003 9.5821218937E-052.73713222802636 0.1731620222057 0.1042572345679 0.2876067647358 0.0453126883452.98293869361946 0.0211730085153 0.0053127901235 0.0843805757752 0.04711561072763.19883999120715 -0.0079885663457 0.0114727901235 0.0055624823233 0.03281894878583.35703292988327 0.0173167438588 0.0428950123457 0.0069907805471 0.01512090033313.44555534317678 0.0287653871933 0.0279261234568 0.0296298733214 3.0861837812E-053.41011409333949 0.0037058733877 0.0007350123457 0.0186847168576 0.0121251135523.28648970670812 -0.0019979007142 0.0233750123457 0.0001707638569 0.02771882243983.12923891523534 0.0595316110695 0.1704772345679 0.0207887740877 0.07248959347712.90625740629073 0.2397177111473 0.4262639012346 0.1348098698277 0.08194330265632.70344577833017 0.4519278465154 0.6286727901235 0.3248729413212 0.04992801585362.58574160481997 0.6140222216008 0.7972505679012 0.4729043838903 0.04232960795392.50178159540046 0.6118251364472 0.6286727901235 0.5954289790642 0.00047443789822.58574160481997 0.325196437921 0.2236239012346 0.4729043838903 0.04590665990512.85536598342269 -0.0113339642589 0.0007350123457 0.174770868241 0.19769940869773.28648970670812 0.0068881111834 0.2778461234568 0.0001707638569 0.26369282131673.72908052607884 0.3404275162132 0.5581750123457 0.2076246539738 0.0846341403066
3.92297096576251 0.6022040242888 0.8595350123457 0.4219138041625 0.07674508581064.08095226133805 0.8132726562994 1.0142727901235 0.6521050548974 0.03962000226644.15102809891459 0.7609819629965 0.7518816790123 0.7701923908649 0.00012161896574.02834500857486 0.4885190396047 0.4187527901235 0.5699086852315 0.01173864088313.83496329410143 0.2286096830155 0.1657394567901 0.31532857764 0.02401362251883.62289759663198 -0.0079991071359 0.0005239012346 0.1221331631785 0.13905261757393.24258123474845 0.0164347235901 0.2839705679012 0.0009511554014 0.25258789752132.80461973758853 0.3623320922832 0.5973572345679 0.2197756007648 0.09279318452852.6025423762588 0.6392737794119 0.9079972345679 0.4500795261101 0.079830194382
2.45142945387941 0.6353089382255 0.5973572345679 0.6756718151764 0.00235909795052.6025423762588 0.4178834896669 0.3879905679012 0.4500795261101 0.0022522260512
2.72870751947003 0.0941750885883 0.0298905679012 0.2967139112215 0.13785810609813.11191555505901 -0.0205292690261 0.0161572345679 0.0260843453734 0.0829926474173.37471331009019 0.0432626259946 0.1824239012346 0.0102599209604 0.10581143063253.64061342937246 0.1201123826638 0.1070016790123 0.1348295148483 0.00164945064543.55197959119404 0.0242654576054 0.007588345679 0.0775943081279 0.0368561634353.33936848894739 -0.0153581947202 0.0542372345679 0.0043489338448 0.08962149217463.06012920873831 0.1221930943428 0.3282016790123 0.045493832786 0.12969304698652.77085448918312 0.4386856329033 0.7619350123457 0.2525741452979 0.13753305214732.51856889044383 0.7645823701088 1.0259439012346 0.569803280645 0.06685787110542.40108763310824 0.674217572146 0.5973572345679 0.7609673212032 0.00978365632412.6025423762588 0.0824436567199 0.0151016790123 0.4500795261101 0.2997098497924
3.15528196657024 -0.0315565268556 0.071348345679 0.0139570774587 0.14800796524613.49876087834104 0.1413124879385 0.393268345679 0.0507775910947 0.16099283274973.81733758539352 0.5042701436445 0.8595350123457 0.2958441181788 0.14643052355254.08095226133805 1.0070799089039 1.5552861234568 0.6521050548974 0.19276291682424.36092478967735 1.4649870345542 1.814708345679 1.1826622258734 0.06711996460374.44828434285124 1.3829434681777 1.3855905679012 1.3803014256024 2.9434794521E-064.29974492672693 0.643618484504 0.393268345679 1.0533386634005 0.15979600644393.27342204215282 225.52704775114 297.63219555556 224.99022440851 71.568426792662
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8715189935129 RMSE --> 0.4458712656532
512 0 510.000000 0512 400 510 400
164 0 188.095881 0164 400 188.0958815 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 508,637 cm
LLWL real = 164cm
LLWL skema1a = 186,866 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,637 cm
LLWL real = 164cm
LLWL skema1a = 186,866 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,637 cm
LLWL real = 164cm
LLWL skema1a = 186,866 cm
SKEMA 1A ; ROI 0,55 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.771473 23.0778347192 2.462 230 257.101950 11.783456718 2.33 240 243.592811 1.49700449437 2.44 250 252.037004 0.81480156187 2.55 274 260.478085 4.93500548238 2.746 300 280.737893 6.42070235938 37 340 302.771473 10.9495666444 3.48 360 337.268746 6.31423709089 3.69 364 354.840302 2.516400591 3.64
10 346 358.370326 3.57523885891 3.4611 300 342.522888 14.1742958541 312 260 302.771473 16.4505666958 2.613 242 268.917735 11.1230310512 2.4214 230 253.725435 10.3154065758 2.315 238 243.592811 2.34992049852 2.3816 270 250.348445 7.27835381568 2.717 345 277.359414 19.6059668462 3.4518 400 341.645993 14.5885018667 419 444 390.210158 12.1148292086 4.4420 466 429.077835 7.92321129397 4.6621 452 448.479749 0.7788166977 4.5222 420 436.134880 3.84163799384 4.223 370 407.889961 10.2405298673 3.724 320 363.671098 13.6472181007 3.225 290 319.901652 10.3109145342 2.926 250 294.275812 17.7103246606 2.527 230 260.478085 13.2513412949 2.328 212 243.592811 14.9022692389 2.1229 236 228.384041 3.22710131028 2.3630 256 248.659751 2.86728495339 2.5631 340 265.541874 21.8994488714 3.432 410 337.268746 17.7393301286 4.133 408 399.052769 2.19294888205 4.0834 376 397.284663 5.66081461134 3.7635 330 368.976542 11.8110732239 3.336 280 328.554972 17.341061282 2.837 250 285.809098 14.32363901 2.538 214 260.478085 21.7187312983 2.1439 198 230.074475 16.1992296113 1.9840 230 216.547495 5.84891536046 2.341 280 243.592811 13.0025675763 2.842 390 285.809098 26.7156160192 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 381.363272 13.3265289978 4.444 460 425.548387 7.48948111792 4.645 448 443.189773 1.0737113125 4.4846 420 432.606650 3.00158331437 4.247 364 407.889961 12.0576814585 3.6448 318 358.370326 12.6950712113 3.1849 280 318.178444 13.6351584387 2.850 240 285.809098 19.0871239687 2.451 217 252.037004 16.1460847487 2.1752 200 232.609868 16.3049341361 253 230 218.238778 5.11357468298 2.354 250 243.592811 2.56287568541 2.555 290 260.478085 10.1799706971 2.956 360 294.275812 18.2567189857 3.657 380 354.840302 6.6209731977 3.858 388 372.515056 3.99096498979 3.8859 354 379.593600 7.2298305356 3.5460 300 349.553099 16.5176997206 361 250 302.771473 21.1085893637 2.562 180 260.478085 44.7100472102 1.863 182 201.321684 10.6163100187 1.8264 227 203.013773 10.5666197302 2.2765 290 241.058842 16.8762613423 2.966 335 294.275812 12.1564741339 3.3567 438 332.904657 23.9943705973 4.3868 452 423.783409 6.24260854481 4.5269 442 436.134880 1.3269503226 4.4270 424 427.313193 0.78141355083 4.2471 396 411.423283 3.89476830841 3.9672 364 386.671801 6.22851686548 3.6473 300 358.370326 19.4567754839 374 258 302.771473 17.3532842671 2.5875 210 267.229785 27.2522786299 2.176 196 226.693474 15.6599357929 1.9677 220 214.856106 2.33813369669 2.278 246 235.144944 4.41262425661 2.4679 350 257.101950 26.542299871 3.580 450 346.034838 23.1033693017 4.581 464 434.370835 6.3855959406 4.6482 464 446.716527 3.72488646687 4.6483 400 446.716527 11.6791316984 484 270 390.210158 44.522280857 2.785 224 277.359414 23.8211671343 2.2486 202 238.524537 18.0814539285 2.0287 186 219.929952 18.2419099128 1.8688 178 206.397724 15.9537776653 1.7889 200 199.629524 0.18523788269 290 250 218.238778 12.7044887083 2.5
91 320 260.478085 18.6005984443 3.292 368 319.901652 13.0702032203 3.6893 396 361.903539 8.61021735881 3.9694 440 386.671801 12.1200451386 4.495 450 425.548387 5.43369180943 4.596 400 434.370835 8.5927087089 497 315 390.210158 23.8762407345 3.1598 270 315.598184 16.8882163481 2.799 235 277.359414 18.0252827152 2.35
100 208 247.815351 19.1419957047 2.08101 222 225.002778 1.35260272145 2.22102 250 236.834814 5.2660743235 2.5103 336 260.478085 22.4767604231 3.36104 460 333.776357 27.4399224107 4.6105 478 443.189773 7.28247420084 4.78106 490 459.057205 6.31485620236 4.9107 470 469.632080 0.07828076854 4.7108 420 452.005906 7.62045388492 4.2109 330 407.889961 23.603018336 3.3110 265 328.554972 23.9830081471 2.65111 206 273.138015 32.5912693709 2.06112 184 223.311956 21.3651936974 1.84113 174 204.705788 17.6470044431 1.74114 200 196.245004 1.87749781103 2115 345 218.238778 36.742383122 3.45116 410 341.645993 16.6717091382 4.1117 450 399.052769 11.3216069864 4.5118 474 434.370835 8.36058336802 4.74119 480 455.531714 5.09755965816 4.8120 425 460.819841 8.42819797049 4.25121 370 412.306478 11.4341831875 3.7122 300 363.671098 21.2236993075 3123 240 302.771473 26.1547805872 2.4124 204 252.037004 23.5475509337 2.04125 190 221.621013 16.6426385214 1.9126 230 209.781349 8.79071801311 2.3127 350 243.592811 30.402054061 3.5128 466 346.034838 25.7435969651 4.66129 494 448.479749 9.21462580437 4.94130 510 473.156594 7.22419718906 5.1131 508 487.252994 4.08405626766 5.08132 480 485.491066 1.14397209328 4.8133 407 460.819841 13.2235482493 4.07134 330 396.400529 20.1213723996 3.3135 270 328.554972 21.6870265147 2.7136 210 277.359414 32.0759116099 2.1137 180 226.693474 25.9408189745 1.8138 170 201.321684 18.4245201377 1.7
139 210 192.860239 8.16179098592 2.1140 335 226.693474 32.3303062227 3.35141 420 332.904657 20.7369864801 4.2142 444 407.889961 8.13289177728 4.44143 458 429.077835 6.31488310697 4.58144 466 441.426231 5.27334091469 4.66145 420 448.479749 6.78089250629 4.2146 340 407.889961 19.9676354438 3.4147 270 337.268746 24.9143505455 2.7148 215 277.359414 29.0043787817 2.15149 180 230.919641 28.2886891739 1.8150 183 201.321684 10.0118493082 1.83151 230 203.859790 11.3653086964 2.3152 370 243.592811 34.1641051928 3.7153 470 363.671098 22.6231706548 4.7154 496 452.005906 8.86977695229 4.96155 512 474.918781 7.24242560015 5.12156 500 489.014893 2.19702137138 5157 450 478.443026 6.32067242774 4.5158 380 434.370835 14.3081144304 3.8159 290 372.515056 28.4534675309 2.9160 220 294.275812 33.7617325689 2.2161 174 235.144944 35.1407726027 1.74162 164 196.245004 19.6615880353 1.64163 194 187.782681 3.20480353757 1.94164 225 213.164616 5.26017071156 2.25165 266 239.369343 10.0115253204 2.66166 350 273.982181 21.719376769 3.5167 426 346.034838 18.7711647553 4.26168 460 413.189620 10.1761695706 4.6169 456 443.189773 2.80926023684 4.56170 390 439.662572 12.7339928438 3.9171 248 381.363272 53.7755130684 2.48172 208 258.790058 24.4182971291 2.08173 194 225.002778 15.9808134235 1.94174 184 213.164616 15.8503347277 1.84175 234 204.705788 12.5188941321 2.34176 288 246.970916 14.2462097396 2.88177 380 292.580569 23.0051134493 3.8178 445 372.515056 16.2887514967 4.45179 474 429.960097 9.29111887982 4.74180 510 510.000000 0 5.1181 500 487.252994 2.54940116794 5182 470 478.443026 1.79638849464 4.7183 404 452.005906 11.8826500784 4.04184 312 393.747811 26.2012215258 3.12185 240 313.023237 30.4263486064 2.4186 190 252.037004 32.6510546867 1.9
187 180 209.781349 16.5451936499 1.8188 236 201.321684 14.6942015957 2.36189 276 248.659751 9.905887493 2.76190 344 282.427757 17.8989077685 3.44191 408 340.769562 16.4780485109 4.08192 452 397.284663 12.1051630667 4.52193 442 436.134880 1.3269503226 4.42194 415 427.313193 2.9670345676 4.15195 368 403.472064 9.63914783418 3.68196 320 361.903539 13.0948560185 3.2197 246 319.901652 30.0413220119 2.46198 230 257.101950 11.783456718 2.3199 242 243.592811 0.6581862754 2.42200 280 253.725435 9.38377316987 2.8201 350 285.809098 18.34025785 3.5202 405 346.034838 14.5592992241 4.05203 465 394.632102 15.1328812663 4.65204 500 447.598150 10.4803699882 5205 510 478.443026 6.18764197553 5.1206 460 487.252994 5.92456394789 4.6207 405 443.189773 9.42957365926 4.05208 290 394.632102 36.0800352109 2.9209 240 294.275812 22.6149215215 2.4210 207 252.037004 21.7570067172 2.07211 192 224.157383 16.7486368065 1.92212 210 211.473029 0.70144228836 2.1213 300 226.693474 24.4355086153 3214 370 302.771473 18.1698720516 3.7215 410 363.671098 11.2997322141 4.1216 424 399.052769 5.88378099971 4.24217 418 411.423283 1.57337739204 4.18218 400 406.122969 1.53074235411 4219 320 390.210158 21.9406744731 3.2220 244 319.901652 31.1072344874 2.44221 228 255.413747 12.0235732829 2.28222 190 241.903536 27.3176503823 1.9223 200 209.781349 4.89067428492 2224 250 218.238778 12.7044887083 2.5225 336 260.478085 22.4767604231 3.36226 410 333.776357 18.5911324608 4.1227 456 399.052769 12.4884279471 4.56228 488 439.662572 9.90521063715 4.88229 510 467.869748 8.26083380202 5.1230 480 487.252994 1.51104045006 4.8231 428 460.819841 7.66818723706 4.28232 330 414.955747 25.7441658284 3.3233 280 328.554972 17.341061282 2.8234 254 285.809098 12.5232667421 2.54
235 234 263.853971 12.758107175 2.34236 222 246.970916 11.2481603378 2.22237 246 236.834814 3.7256852881 2.46238 290 257.101950 11.3441550168 2.9239 355 294.275812 17.1054051686 3.55240 390 350.433542 10.1452456321 3.9241 396 381.363272 3.69614333092 3.96242 380 386.671801 1.75573720799 3.8243 345 372.515056 7.97537850424 3.45244 290 341.645993 17.8089629425 2.9245 250 294.275812 17.7103246606 2.5246 214 260.478085 21.7187312983 2.14247 202 230.074475 13.8982547675 2.02248 216 219.929952 1.81942242491 2.16249 260 231.764772 10.8597031317 2.6250 330 268.917735 18.5097772291 3.3251 380 328.554972 13.5381653711 3.8252 435 372.515056 14.3643549794 4.35253 474 421.135609 11.1528250416 4.74254 486 455.531714 6.26919472411 4.86255 474 466.107360 1.66511382842 4.74256 435 455.531714 4.71993417031 4.35257 350 421.135609 20.3244598008 3.5258 306 346.034838 13.0832804387 3.06259 273 307.888344 12.7796131688 2.73260 254 279.893130 10.194145556 2.54261 240 263.853971 9.93915449563 2.4262 250 252.037004 0.81480156187 2.5263 290 260.478085 10.1799706971 2.9264 336 294.275812 12.417913199 3.36265 366 333.776357 8.80427406814 3.66266 374 360.136584 3.7067956585 3.74267 362 367.207679 1.43858532738 3.62268 338 356.604865 5.50439779836 3.38269 300 335.521454 11.8404845824 3270 274 302.771473 10.5005377406 2.74271 250 280.737893 12.2951571687 2.5272 240 260.478085 8.53253540762 2.4273 250 252.037004 0.81480156187 2.5274 270 260.478085 3.52663519323 2.7275 310 277.359414 10.5292211675 3.1276 348 311.309449 10.5432618383 3.48277 384 344.278017 10.3442664732 3.84278 420 376.054213 10.4632825427 4.2279 450 407.889961 9.35778655358 4.5280 430 434.370835 1.01647321758 4.3281 395 416.721669 5.49915671644 3.95282 360 385.787118 7.16308825877 3.6
283 326 354.840302 8.84671835851 3.26284 296 325.086170 9.82640870854 2.96285 278 299.368884 7.68664905606 2.78286 274 284.118133 3.69274926473 2.74287 278 280.737893 0.98485356902 2.78288 294 284.118133 3.36117925668 2.94289 314 297.669862 5.20068100198 3.14290 328 314.739288 4.04290001488 3.28291 334 326.819333 2.14990028676 3.34292 334 332.033534 0.5887622206 3.34293 316 332.033534 5.07390322253 3.16294 305 316.457671 3.75661344597 3.05295 290 307.034351 5.87391416331 2.9296 280 294.275812 5.09850416125 2.8297 272 285.809098 5.07687409006 2.72298 268 279.048468 4.1225625543 2.68299 268 275.670671 2.8621907534 2.68300 286 286.000000 0 2.86301 316 290.886375 7.94734977878 3.16302 360 316.457671 12.0950913861 3.6303 396 354.840302 10.3938631695 3.96304 418 386.671801 7.49478435638 4.18305 422 406.122969 3.76232952217 4.22306 412 409.656731 0.56875471818 4.12307 382 400.820654 4.92687280026 3.82308 356 374.284582 5.13611854634 3.56309 328 351.314307 7.10802042176 3.28310 294 326.819333 11.1630384497 2.94311 276 297.669862 7.85139914992 2.76312 264 282.427757 6.98021108957 2.64313 258 272.293893 5.54026849192 2.58314 266 267.229785 0.46232523411 2.66315 295 273.982181 7.12468430216 2.95316 320 298.519195 6.71275151296 3.2317 338 319.901652 5.35454078425 3.38318 348 335.521454 3.58578915312 3.48319 344 344.278017 0.08081882058 3.44320 330 340.769562 3.26350365931 3.3321 312 328.554972 5.30608063772 3.12322 286 313.023237 9.44868414527 2.86323 262 290.886375 11.0253338546 2.62324 248 270.605758 9.11522508623 2.48325 238 258.790058 8.7353184994 2.38326 248 250.348445 0.94695350713 2.48327 280 258.790058 7.57497927551 2.8328 330 285.809098 13.3911825682 3.3329 380 328.554972 13.5381653711 3.8330 402 372.515056 7.33456322397 4.02
331 420 391.979080 6.6716476719 4.2332 428 407.889961 4.69860735774 4.28333 414 414.955747 0.23085681978 4.14334 392 402.588317 2.70110121172 3.92335 368 383.132883 4.11219646234 3.68336 325 361.903539 11.3549351566 3.25337 274 324.220523 18.3286579403 2.74338 250 280.737893 12.2951571687 2.5339 232 260.478085 12.2750366286 2.32340 250 245.281937 1.88722521351 2.5341 265 260.478085 1.70638302706 2.65342 310 273.138015 11.8909629342 3.1343 340 311.309449 8.438397411 3.4344 370 337.268746 8.84628473709 3.7345 360 363.671098 1.01974942288 3.6346 336 354.840302 5.60723269308 3.36347 304 333.776357 9.79485424691 3.04348 270 306.180848 13.4003139439 2.7349 240 277.359414 15.5664226586 2.4350 226 252.037004 11.5207981879 2.26351 250 240.214111 3.91435557304 2.5352 315 260.478085 17.3085444513 3.15353 354 315.598184 10.847970582 3.54354 390 349.553099 10.3710002149 3.9355 420 381.363272 9.19922085487 4.2356 452 407.889961 9.7588582945 4.52357 462 436.134880 5.59851091469 4.62358 445 444.953203 0.01051608898 4.45359 390 429.960097 10.2461785922 3.9
327.288888888889 327.347323158343 11.8496935809 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746278063077 0.074468345679 0.0747876083927 0
3.02771473409186 0.1997743519609 0.660788345679 0.0603972390893 0.3223000193052.57101950451338 0.683409426025 0.9465127901235 0.4934412386746 0.07345157182672.4359281078648 0.7310838324371 0.7619350123457 0.7014818342649 0.0012908289347
2.52037003904668 0.5820650896984 0.5973572345679 0.567164418609 0.00041493849082.60478084978287 0.3563387403462 0.2839705679012 0.4471495014781 0.01828421858542.80737892921866 0.1271919562898 0.074468345679 0.2172438986969 0.0371028769093.02771473409186 -0.0312386356812 0.0161572345679 0.0603972390893 0.13859631921233.37268746472783 0.0324540780419 0.1070016790123 0.0098434640584 0.05167098869193.54840301848753 0.1009297795479 0.1347705679012 0.0755863877271 0.00839000702223.58370326451842 0.0580474861625 0.0350105679012 0.0962426733348 0.01530249765253.42522887562445 -0.041412429085 0.074468345679 0.0230297754983 0.18081959666483.02771473409186 0.1653681623121 0.4527794567901 0.0603972390893 0.18293989375932.68917735143851 0.4983394639992 0.7274194567901 0.3414016755543 0.07245644652752.53725435124364 0.7162591684728 0.9465127901235 0.5420182397688 0.0562896271842.4359281078648 0.7478347349114 0.7972505679012 0.7014818342649 0.00312795324932.5034844469767 0.4411180192703 0.3282016790123 0.5928827284201 0.0386183625801
2.77359414380725 -0.0885341406572 0.031368345679 0.2498791023959 0.45752488229183.41645992533311 0.1039672137664 0.5286905679012 0.0204451945895 0.34051901874223.90210158313815 0.733679133859 1.362148345679 0.3951736043784 0.28933470686254.29077835370083 1.4111152382793 1.9240772345679 1.0349097114863 0.13632462409594.48479748526417 1.5106559359236 1.5552861234568 1.4673064475552 0.00123921704374.36134879574126 1.008581523037 0.8595350123457 1.1834732430917 0.02603343388724.07889960508879 0.3440065533061 0.1824239012346 0.648711643138 0.14356491073643.63671097922364 -0.026475995828 0.0053127901235 0.1319416613107 0.19071647937453.19901652149231 0.0277640798962 0.1390461234568 0.0055438016776 0.08941088012542.9427581165149 0.2556060378241 0.5973572345679 0.1093724873348 0.1960347497398
2.60478084978287 0.6505633883384 0.9465127901235 0.4471495014781 0.09289136639442.4359281078648 0.9655964670783 1.3291527901235 0.7014818342649 0.099810569339
2.28384040907739 0.9034248077455 0.8333661234568 0.9793731233813 0.00580028328952.48659750519327 0.5609549622799 0.5082105679012 0.619173408782 0.0053879262439
2.655418738373 -0.0785615933592 0.0161572345679 0.3819913565776 0.55440125516613.37268746472783 0.0820611946141 0.6841127901235 0.0098434640584 0.5289835239643.99052768561245 0.5787426171185 0.651428345679 0.5141670900429 0.00800529504193.9728466293863 0.3406725528853 0.2372772345679 0.4891231495543 0.0453036876411
3.68976541638828 0.0112861436769 0.0007350123457 0.1732991831296 0.15191707981233.28554971589686 -0.0057108352487 0.2236239012346 0.0001458414734 0.23575852660752.85809097524952 0.3210443305621 0.5973572345679 0.172542418877 0.12822914655522.60478084978287 0.7575541694265 1.2834372345679 0.4471495014781 0.21602123832492.30074474630434 1.2576298505231 1.6715616790123 0.9462007060734 0.10287719228182.16547494670932 1.077959220262 0.9465127901235 1.227660199284 0.01809698996292.4359281078648 0.3960657829496 0.2236239012346 0.7014818342649 0.1325483426429
2.85809097524952 -0.2604908283054 0.393268345679 0.172542418877 1.0855744158565
3.81363272409558 0.6088197657826 1.2703794567901 0.291772277351 0.34382658225164.25548386857565 1.3032372275817 1.7612239012346 0.9643448911659 0.11869136481164.43189773319994 1.3983470872846 1.4571172345679 1.3419473259455 0.00231382807134.32606649920349 0.9758709138913 0.8595350123457 1.1079525870391 0.01589276222144.07889960508879 0.2956809708957 0.1347705679012 0.648711643138 0.19263286334713.58370326451842 -0.0288169230593 0.008628345679 0.0962426733348 0.16297632578283.18178443628425 0.0433586125326 0.2236239012346 0.0084068351834 0.14575935578892.85809097524952 0.3625825561955 0.7619350123457 0.172542418877 0.20984734160512.52037003904668 0.8305891432355 1.2163639012346 0.567164418609 0.12275916426162.32609868272196 1.2059025368619 1.6202461234568 0.8975185358305 0.1063403508732.18238778229144 1.0615049104445 0.9465127901235 1.1904674576567 0.01383263375432.4359281078648 0.6473293200652 0.5973572345679 0.7014818342649 0.0041052073618
2.60478084978287 0.2493479592581 0.1390461234568 0.4471495014781 0.08715434665492.9427581165149 -0.1081805887513 0.1070016790123 0.1093724873348 0.431966893407
3.54840301848753 0.1449185454526 0.2778461234568 0.0755863877271 0.06330104110623.72515055839629 0.2742183237451 0.3685839012346 0.2040124075568 0.0239783495653.79593600096041 0.1395556108425 0.071348345679 0.2729673453851 0.06550323658763.49553099161871 -0.0605970954052 0.074468345679 0.0493096487919 0.24555096365463.02771473409186 0.1899440120613 0.5973572345679 0.0603972390893 0.27848284057762.60478084978287 0.9849095792387 2.1694016790123 0.4471495014781 0.64767221617722.01321684234085 1.8310125050818 2.1108861234568 1.5882461666267 0.03733274816422.03013773212473 1.2469273575682 1.0057861234568 1.5458831642142 0.05753390755032.41058842107332 0.3217601582302 0.1390461234568 0.7445701962091 0.23952369358752.9427581165149 -0.0255018099842 0.0059461234568 0.1093724873348 0.1658459516645
3.32904656783666 0.0615258580475 1.2256950123457 0.0030883957023 1.10450311657594.23783409377476 1.2026651463595 1.5552861234568 0.9299918725264 0.07961759863594.36134879574126 1.2479141471517 1.3158639012346 1.1834732430917 0.0034399637614.27313193455521 0.9667810389629 0.9353039012346 0.9993175224272 0.00109772508744.11423282501286 0.5776952584186 0.4721216790123 0.7068766939436 0.02378776431143.86671801390348 0.2177867511984 0.1347705679012 0.35193937175 0.05140105782833.58370326451842 -0.0846583289876 0.074468345679 0.0962426733348 0.34070950100953.02771473409186 0.1702833322619 0.4800950123457 0.0603972390893 0.20044848312292.67229785122737 0.7051119238932 1.375668345679 0.3614118379463 0.32752483051952.26693474154059 1.3214731998162 1.7236772345679 1.0131197319377 0.09420893556462.14856105867274 1.2069057712917 1.1510905679012 1.2654273967626 0.00264596468492.35144944328729 0.7495028927972 0.660788345679 0.850127866184 0.01178322336262.57101950451338 -0.159535046459 0.0515794567901 0.4934412386746 0.86300476099463.46034838142516 0.2293165727613 1.5058016790123 0.0349223216284 1.08087548800534.34370834835601 1.4631303196411 1.8689927901235 1.1454032051732 0.08778874283394.46716526793745 1.6319096461444 1.8689927901235 1.424900677655 0.02987184460714.46716526793745 0.8679467428779 0.5286905679012 1.424900677655 0.21824338756713.90210158313815 -0.3601341978462 0.3282016790123 0.3951736043784 1.44504821618322.77359414380725 0.5163195555519 1.0668594567901 0.2498791023959 0.28472271030542.38524536935554 1.1128508193869 1.5697305679012 0.7889487352379 0.13340417983572.19929952437809 1.517688095647 1.9962550123457 1.1538491532513 0.11512416724322.06397724244243 1.8056431233443 2.2287172345679 1.4628805477482 0.08064307422521.99629524234621 1.6257056716335 1.6202461234568 1.631183616192 1.3725229273E-052.18238778229144 0.8432878205861 0.5973572345679 1.1904674576567 0.1008775208377
2.60478084978287 0.0487402447179 0.0053127901235 0.4471495014781 0.35428583678523.19901652149231 -0.0303121539749 0.1657394567901 0.0055438016776 0.23134510659743.61903539259105 0.2374396004079 0.4721216790123 0.1194132071203 0.11625686350553.86671801390348 0.6686527857616 1.2703794567901 0.35193937175 0.2843896766954.25548386857565 1.2050361638825 1.5058016790123 0.9643448911659 0.05978813852674.34370834835601 0.7781798449066 0.5286905679012 1.1454032051732 0.11813542872963.90210158313815 -0.0772514396466 0.0151016790123 0.3951736043784 0.56565679135893.15598184139803 0.0673095119773 0.3282016790123 0.0138042267677 0.20791943968472.77359414380725 0.4613328558965 0.8517239012346 0.2498791023959 0.17943199866782.47815351065789 0.9487280582063 1.4229839012346 0.6325334584931 0.15852621804922.25002778041616 1.0775743439179 1.1085750123457 1.047440591515 0.00090166759672.36834814191262 0.6995611248611 0.5973572345679 0.8192514279516 0.01733221173792.60478084978287 -0.0582505363702 0.007588345679 0.4471495014781 0.57035596485473.33776356910592 0.0853204212632 1.7612239012346 0.0041332474988 1.59324080747624.43189773319994 1.7458744377696 2.2713839012346 1.3419473259455 0.12117518815134.59057204608429 2.1430661155056 2.6474905679012 1.7347492871596 0.09574565866454.69632080387847 2.0305615798397 2.0366461234568 2.0244952139859 1.3536484101E-054.52005906316644 1.1557235754143 0.8595350123457 1.5539762355035 0.1024378039154.07889960508879 0.0218360039039 0.0007350123457 0.648711643138 0.60668459480753.28554971589686 -0.0075223078957 0.3879905679012 0.0001458414734 0.40392344137662.73138014904077 0.6574986765595 1.4710994567901 0.2938649101406 0.4507513045262.23311956403202 1.4907112107492 2.0531705679012 1.0823357535877 0.15454299162472.04705787730938 1.8799584697294 2.349748345679 1.5040946211991 0.09428454001771.96245004377942 1.6687868488314 1.6202461234568 1.7187817989598 0.00140999921222.18238778229144 -0.1932433562413 0.031368345679 1.1904674576567 1.6068407344843.41645992533311 0.1182658831414 0.6841127901235 0.0204451945895 0.46722703367563.99052768561245 0.8799054878107 1.5058016790123 0.5141670900429 0.25956203912744.34370834835601 1.5701538313184 2.1524150123457 1.1454032051732 0.15704707316274.55531713640846 1.9575180697684 2.332068345679 1.6431237963371 0.05986970373544.60819841374598 1.3041748057708 0.9547461234568 1.7814913118989 0.12830610361014.12306477793853 0.3628699893543 0.1824239012346 0.7218057956381 0.17898380633223.63671097922364 -0.099123545356 0.074468345679 0.1319416613107 0.40540087106393.02771473409186 0.2145198618104 0.7619350123457 0.0603972390893 0.3940257873962.52037003904668 0.9284925582653 1.5200150123457 0.567164418609 0.23075537441372.21621013190576 1.4515047621797 1.8848239012346 1.11780526194 0.09998884751992.09781348569842 1.1437863038855 0.9465127901235 1.3821758380944 0.04087938656542.4359281078648 -0.1902158036534 0.0515794567901 0.7014818342649 1.1322489916322
3.46034838142516 0.259216596736 1.9240772345679 0.0349223216284 1.43916400594924.48479748526417 2.0194121224695 2.7792594567901 1.4673064475552 0.20720932942184.73156594335804 2.6640973947135 3.3383350123457 2.1260343561302 0.13574365409374.87252994160275 2.8896731479727 3.2656505679012 2.5569823618578 0.04304382513144.85491066047726 2.4150306691908 2.332068345679 2.5009443415063 0.0030151806344.60819841374598 1.0639242729816 0.6353861234568 1.7814913118989 0.28965753255873.96400528918771 0.0187210913395 0.0007350123457 0.4768345225792 0.44090302406933.28554971589686 -0.00691848368 0.3282016790123 0.0001458414734 0.34286846978692.77359414380725 0.5863026278406 1.375668345679 0.2498791023959 0.45372907057142.26693474154059 1.4825193582231 2.1694016790123 1.0131197319377 0.21802805285762.01321684234085 1.9822432717909 2.4739794567901 1.5882461666267 0.098104790326
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3.91979079778005 0.5992081969272 0.8595350123457 0.4177263963743 0.07851719700874.07889960508879 0.8111538499392 1.0142727901235 0.648711643138 0.04044136883344.14955747233882 0.7596623794283 0.7518816790123 0.7675235969 9.1345277507E-054.02588316749948 0.4868928296417 0.4187527901235 0.5661207116652 0.01121124515973.83132882981426 0.2271092124353 0.1657394567901 0.3112028684775 0.0229004147333.61903539259105 -0.0079095339075 0.0005239012346 0.1194132071203 0.13618712098483.24220522756519 0.0166623719191 0.2839705679012 0.0009776880753 0.25221009059382.80737892921866 0.3602391074721 0.5973572345679 0.2172438986969 0.09448180612762.60478084978287 0.6371895407024 0.9079972345679 0.4471495014781 0.08110013240312.45281936966229 0.6342742515026 0.5973572345679 0.6734727610861 0.00222601187912.60478084978287 0.4165210547082 0.3879905679012 0.4471495014781 0.00204477154642.73138014904077 0.0937218707152 0.0298905679012 0.2938649101406 0.1358805945212
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2.60478084978287 0.0821748638079 0.0151016790123 0.4471495014781 0.29726392176353.15598184139803 -0.0313832557784 0.071348345679 0.0138042267677 0.1474699461363.49553099161871 0.1392548886266 0.393268345679 0.0493096487919 0.16359517874093.81363272409558 0.5007878672802 0.8595350123457 0.291772277351 0.14927967188984.07889960508879 1.0044561795805 1.5552861234568 0.648711643138 0.19456955839084.36134879574126 1.4654892599833 1.814708345679 1.1834732430917 0.06690044546454.44953203404031 1.384351883692 1.3855905679012 1.3831143068363 2.1899213943E-074.29960096509644 0.6434961031053 0.393268345679 1.0529381254845 0.1596809313063.27347323158343 225.43625111776 297.63219555556 224.81971456408 71.57953080842
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8714984191868 RMSE --> 0.4459058533182
512 0 510.000000 0512 400 510 400
164 0 187.782681 0164 400 187.7826811 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 508,279 cm
LLWL real = 164cm
LLWL skema1a = 187,329 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,279 cm
LLWL real = 164cm
LLWL skema1a = 187,329 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 508,279 cm
LLWL real = 164cm
LLWL skema1a = 187,329 cm
SKEMA 1A ; ROI 0,57 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.918814 23.1377292957 2.462 230 257.288458 11.8645468459 2.33 240 243.715164 1.54798517 2.44 250 252.202089 0.88083550333 2.55 274 260.676827 4.86247175294 2.746 300 280.966156 6.34461473825 37 340 302.918814 10.9062311566 3.48 360 337.092329 6.3632419115 3.69 364 354.531350 2.60127757934 3.64
10 346 358.045287 3.48129679624 3.4611 300 342.298925 14.0996417803 312 260 302.918814 16.5072361798 2.613 242 269.138772 11.2143687884 2.4214 230 253.898046 10.390454686 2.315 238 243.715164 2.40132958319 2.3816 270 250.505642 7.22013260788 2.717 345 277.588822 19.5394719941 3.4518 400 341.429580 14.6426050883 419 444 389.906472 12.1832269203 4.4420 466 429.049866 7.92921338033 4.6621 452 448.625831 0.74649757539 4.5222 420 436.168911 3.84974077678 4.223 370 407.692391 10.1871325782 3.724 320 363.329330 13.5404155046 3.225 290 319.901876 10.3109917163 2.926 250 294.470073 17.7880292916 2.527 230 260.676827 13.3377510421 2.328 212 243.715164 14.9599832113 2.1229 236 228.412573 3.21501162896 2.3630 256 248.808715 2.80909567683 2.5631 340 265.755516 21.8366128623 3.432 410 337.092329 17.7823587516 4.133 408 398.796545 2.25574878048 4.0834 376 397.017943 5.5898783783 3.7635 330 368.626878 11.7051145947 3.336 280 328.466069 17.3093104243 2.837 250 286.030329 14.4121314966 2.538 214 260.676827 21.8116015874 2.1439 198 230.114289 16.2193379643 1.9840 230 216.492500 5.87282621114 2.341 280 243.715164 12.9588698543 2.842 390 286.030329 26.6588900663 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 381.026954 13.4029650402 4.444 460 425.490190 7.5021325308 4.645 448 443.287394 1.0519208896 4.4846 420 432.609449 3.0022498143 4.247 364 407.692391 12.0034039943 3.6448 318 358.045287 12.5928575204 3.1849 280 318.195809 13.6413603803 2.850 240 286.030329 19.1793036423 2.451 217 252.202089 16.2221607181 2.1752 200 232.666249 16.3331245531 253 230 218.196146 5.13211052759 2.354 250 243.715164 2.5139342368 2.555 290 260.676827 10.1114388286 2.956 360 294.470073 18.2027574364 3.657 380 354.531350 6.70227641811 3.858 388 372.164861 4.08122129274 3.8859 354 379.252881 7.13358224679 3.5460 300 349.275422 16.4251406272 361 250 302.918814 21.167525627 2.562 180 260.676827 44.820459665 1.863 182 201.150561 10.5222860434 1.8264 227 202.855920 10.6361585626 2.2765 290 241.166906 16.8389978731 2.966 335 294.470073 12.0984856033 3.3567 438 332.771153 24.0248508322 4.3868 452 423.710331 6.25877642305 4.5269 442 436.168911 1.31925084559 4.4270 424 427.270037 0.77123518929 4.2471 396 411.251604 3.85141504906 3.9672 364 386.353064 6.14095169718 3.6473 300 358.045287 19.3484289717 374 258 302.918814 17.4103930494 2.5875 210 267.447393 27.3559013047 2.176 196 226.710543 15.6686445138 1.9677 220 214.788624 2.36880708522 2.278 246 235.217431 4.38315812638 2.4679 350 257.288458 26.4890120727 3.580 450 345.782444 23.159456928 4.581 464 434.389197 6.38163859361 4.6482 464 446.846394 3.69689786208 4.6483 400 446.846394 11.71159848 484 270 389.906472 44.4098046199 2.785 224 277.588822 23.9235810805 2.2486 202 238.617718 18.1275829851 2.0287 186 219.899552 18.2255654344 1.8688 178 206.266166 15.8798687126 1.7889 200 199.445054 0.27747301493 290 250 218.196146 12.7215416854 2.5
91 320 260.676827 18.5384914385 3.292 368 319.901876 13.0701423975 3.6893 396 361.566356 8.69536454923 3.9694 440 386.353064 12.1924854141 4.495 450 425.490190 5.44662436481 4.596 400 434.389197 8.59729923141 497 315 389.906472 23.7798325313 3.1598 270 315.640500 16.9038889016 2.799 235 277.588822 18.1229028172 2.35
100 208 247.960075 19.211574465 2.08101 222 225.008214 1.35505139059 2.22102 250 236.917764 5.23289433277 2.5103 336 260.676827 22.4176108938 3.36104 460 333.634095 27.4708489214 4.6105 478 443.287394 7.2620513777 4.78106 490 459.301581 6.26498339952 4.9107 470 469.975930 0.00512121379 4.7108 420 452.184579 7.66299505474 4.2109 330 407.692391 23.5431486482 3.3110 265 328.466069 23.949460071 2.65111 206 273.365144 32.7015262314 2.06112 184 223.305598 21.3617378519 1.84113 174 204.561125 17.5638647411 1.74114 200 196.033628 1.98318578786 2115 345 218.196146 36.7547403517 3.45116 410 341.429580 16.7244927691 4.1117 450 398.796545 11.378545561 4.5118 474 434.389197 8.35670950936 4.74119 480 455.743161 5.05350804573 4.8120 425 461.080732 8.48958405076 4.25121 370 412.141455 11.3895823053 3.7122 300 363.329330 21.1097765382 3123 240 302.918814 26.2161725281 2.4124 204 252.202089 23.6284748815 2.04125 190 221.602706 16.6330032644 1.9126 230 209.675727 8.8366404747 2.3127 350 243.715164 30.3670958834 3.5128 466 345.782444 25.797758836 4.66129 494 448.625831 9.18505446169 4.94130 510 473.533768 7.15024151702 5.1131 508 487.763950 3.98347435103 5.08132 480 485.985269 1.24693104376 4.8133 407 461.080732 13.2876491931 4.07134 330 396.128736 20.0390109209 3.3135 270 328.466069 21.6540996993 2.7136 210 277.588822 32.1851531525 2.1137 180 226.710543 25.9503018039 1.8138 170 201.150561 18.3238591759 1.7
139 210 192.621699 8.27538158178 2.1140 335 226.710543 32.325210971 3.35141 420 332.771153 20.7687730107 4.2142 444 407.692391 8.1773895182 4.44143 458 429.049866 6.32099003326 4.58144 466 441.507833 5.25582987594 4.66145 420 448.625831 6.81567403792 4.2146 340 407.692391 19.9095266292 3.4147 270 337.092329 24.8490107847 2.7148 215 277.588822 29.1110798234 2.15149 180 230.965026 28.3139034084 1.8150 183 201.150561 9.91833912514 1.83151 230 203.708542 11.4310686039 2.3152 370 243.715164 34.1310366465 3.7153 470 363.329330 22.695887316 4.7154 496 452.184579 8.83375418752 4.96155 512 475.312640 7.16550005896 5.12156 500 489.542608 2.0914783112 5157 450 478.870293 6.41562061497 4.5158 380 434.389197 14.3129465594 3.8159 290 372.164861 28.3327108221 2.9160 220 294.470073 33.8500332859 2.2161 174 235.217431 35.1824316144 1.74162 164 196.033628 19.5327002587 1.64163 194 187.502968 3.34898572486 1.94164 225 213.084530 5.2957642484 2.25165 266 239.467548 9.97460611944 2.66166 350 274.210082 21.6542623365 3.5167 426 345.782444 18.8304122478 4.26168 460 413.031321 10.2105824793 4.6169 456 443.287394 2.78785210207 4.56170 390 439.728231 12.7508284327 3.9171 248 381.026954 53.6399007351 2.48172 208 258.982900 24.5110095979 2.08173 194 225.008214 15.9836155088 1.94174 184 213.084530 15.8068100223 1.84175 234 204.561125 12.5807159618 2.34176 288 247.111319 14.1974587669 2.88177 380 292.781806 22.9521561978 3.8178 445 372.164861 16.36744688 4.45179 474 429.939771 9.29540686198 4.74180 510 510.000000 0 5.1181 500 487.763950 2.44720994065 5182 470 478.870293 1.88729633348 4.7183 404 452.184579 11.926876047 4.04184 312 393.461546 26.1094697551 3.12185 240 313.089404 30.4539184056 2.4186 190 252.202089 32.7379414518 1.9
187 180 209.675727 16.486514949 1.8188 236 201.150561 14.7667116106 2.36189 276 248.808715 9.85191483069 2.76190 344 282.654404 17.833022221 3.44191 408 340.560860 16.5292010474 4.08192 452 397.017943 12.1641719685 4.52193 442 436.168911 1.31925084559 4.42194 415 427.270037 2.9566354705 4.15195 368 403.243974 9.57716686559 3.68196 320 361.566356 12.9894863703 3.2197 246 319.901876 30.0414129988 2.46198 230 257.288458 11.8645468459 2.3199 242 243.715164 0.70874562314 2.42200 280 253.898046 9.32212650795 2.8201 350 286.030329 18.277048931 3.5202 405 345.782444 14.6216188088 4.05203 465 394.350533 15.1934337701 4.65204 500 447.736118 10.4527764626 5205 510 478.870293 6.10386416326 5.1206 460 487.763950 6.03564136886 4.6207 405 443.287394 9.45367763323 4.05208 290 394.350533 35.9829424032 2.9209 240 294.470073 22.6958638454 2.4210 207 252.202089 21.8367578543 2.07211 192 224.156941 16.7484067724 1.92212 210 211.380228 0.65725142671 2.1213 300 226.710543 24.4298189177 3214 370 302.918814 18.130050252 3.7215 410 363.329330 11.3830903379 4.1216 424 398.796545 5.94421109065 4.24217 418 411.251604 1.61444890089 4.18218 400 405.912929 1.47823226422 4219 320 389.906472 21.845772648 3.2220 244 319.901876 31.1073262201 2.44221 228 255.593504 12.1024142512 2.28222 190 242.016431 27.3770690335 1.9223 200 209.675727 4.83786345409 2224 250 218.196146 12.7215416854 2.5225 336 260.676827 22.4176108938 3.36226 410 333.634095 18.6258304972 4.1227 456 398.796545 12.5446173299 4.56228 488 439.728231 9.89175596568 4.88229 510 468.196962 8.1966741855 5.1230 480 487.763950 1.61748964516 4.8231 428 461.080732 7.72914304106 4.28232 330 414.811091 25.7003306221 3.3233 280 328.466069 17.3093104243 2.8234 254 286.030329 12.6103656463 2.54
235 234 264.063134 12.8474929742 2.34236 222 247.111319 11.3114048429 2.22237 246 236.917764 3.69196578533 2.46238 290 257.288458 11.2798421567 2.9239 355 294.470073 17.0506835975 3.55240 390 350.150080 10.2179282859 3.9241 396 381.026954 3.78107226688 3.96242 380 386.353064 1.67185899414 3.8243 345 372.164861 7.87387286497 3.45244 290 341.429580 17.7343378093 2.9245 250 294.470073 17.7880292916 2.5246 214 260.676827 21.8116015874 2.14247 202 230.114289 13.9179649353 2.02248 216 219.899552 1.80534801293 2.16249 260 231.815680 10.8401230757 2.6250 330 269.138772 18.4427962218 3.3251 380 328.466069 13.56156074 3.8252 435 372.164861 14.4448594519 4.35253 474 421.040531 11.1728838406 4.74254 486 455.743161 6.22568695875 4.86255 474 466.417959 1.59958680958 4.74256 435 455.743161 4.76854284609 4.35257 350 421.040531 20.2972944559 3.5258 306 345.782444 13.0007986354 3.06259 273 307.998213 12.8198582409 2.73260 254 280.121936 10.2842268165 2.54261 240 264.063134 10.0263056499 2.4262 250 252.202089 0.88083550333 2.5263 290 260.676827 10.1114388286 2.9264 336 294.470073 12.3600972533 3.36265 366 333.634095 8.84314345317 3.66266 374 359.804977 3.79546062774 3.74267 362 366.859683 1.3424537884 3.62268 338 356.287380 5.4104674158 3.38269 300 335.361918 11.7873061475 3270 274 302.918814 10.5543117035 2.74271 250 280.966156 12.3864623141 2.5272 240 260.676827 8.61534474873 2.4273 250 252.202089 0.88083550333 2.5274 270 260.676827 3.45302689002 2.7275 310 277.588822 10.4552188322 3.1276 348 311.390815 10.5198806625 3.48277 384 344.039471 10.406387815 3.84278 420 375.707072 10.5459352028 4.2279 450 407.692391 9.40169099129 4.5280 430 434.389197 1.02074347108 4.3281 395 416.590902 5.46605108195 3.95282 360 385.465017 7.07361592163 3.6
283 326 354.531350 8.7519477335 3.26284 296 325.033296 9.80854587351 2.96285 278 299.537388 7.74726196908 2.78286 274 284.342441 3.77461358671 2.74287 278 280.966156 1.06696251268 2.78288 294 284.342441 3.28488393619 2.94289 314 297.847756 5.14402675096 3.14290 328 314.789686 4.02753472819 3.28291 334 326.748455 2.17112139817 3.34292 334 331.908857 0.62609073357 3.34293 316 331.908857 5.03444840186 3.16294 305 316.491782 3.7677974912 3.05295 290 307.150922 5.91411100728 2.9296 280 294.470073 5.16788329608 2.8297 272 286.030329 5.15820909616 2.72298 268 279.277644 4.2080762307 2.68299 268 275.899646 2.94762915666 2.68300 286 286.000000 0 2.86301 316 291.093788 7.88171255979 3.16302 360 316.491782 12.0856160144 3.6303 396 354.531350 10.4718814113 3.96304 418 386.353064 7.57103727805 4.18305 422 405.912929 3.81210211922 4.22306 412 409.471955 0.61360320894 4.12307 382 400.575373 4.86266303902 3.82308 356 373.935479 5.03805588127 3.56309 328 351.025283 7.01990350404 3.28310 294 326.748455 11.1389301123 2.94311 276 297.847756 7.9158536239 2.76312 264 282.654404 7.06606195448 2.64313 258 272.520098 5.62794492094 2.58314 266 267.447393 0.54413260895 2.66315 295 274.210082 7.04742989078 2.95316 320 298.692494 6.65859547846 3.2317 338 319.901876 5.35447456298 3.38318 348 335.361918 3.63163263145 3.48319 344 344.039471 0.01147406696 3.44320 330 340.560860 3.20026052327 3.3321 312 328.466069 5.27758627826 3.12322 286 313.089404 9.47181964107 2.86323 262 291.093788 11.1044993554 2.62324 248 270.829669 9.2055115019 2.48325 238 258.982900 8.81634452253 2.38326 248 250.505642 1.01033949949 2.48327 280 258.982900 7.50610715585 2.8328 330 286.030329 13.3241428056 3.3329 380 328.466069 13.56156074 3.8330 402 372.164861 7.4216762726 4.02
331 420 391.683823 6.74194678955 4.2332 428 407.692391 4.74476856561 4.28333 414 414.811091 0.1959157133 4.14334 392 402.354397 2.64142777889 3.92335 368 382.801716 4.02220545176 3.68336 325 361.566356 11.25118658 3.25337 274 324.176618 18.3126344246 2.74338 250 280.966156 12.3864623141 2.5339 232 260.676827 12.3607014642 2.32340 250 245.413464 1.83461420513 2.5341 265 260.676827 1.63138588795 2.65342 310 273.365144 11.817695472 3.1343 340 311.390815 8.41446608984 3.4344 370 337.092329 8.89396510308 3.7345 360 363.329330 0.92481378185 3.6346 336 354.531350 5.51528262238 3.36347 304 333.634095 9.7480575531 3.04348 270 306.303942 13.4459045299 2.7349 240 277.588822 15.6620090085 2.4350 226 252.202089 11.5938445833 2.26351 250 240.317278 3.87308888138 2.5352 315 260.676827 17.24545162 3.15353 354 315.640500 10.8360169395 3.54354 390 349.275422 10.4421995175 3.9355 420 381.026954 9.27929670877 4.2356 452 407.692391 9.80256846478 4.52357 462 436.168911 5.59114474838 4.62358 445 445.066915 0.01503707304 4.45359 390 429.939771 10.2409670447 3.9
327.288888888889 327.34963672457 11.8536767504 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746341197728 0.074468345679 0.0748002628966 0
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2.24156941002914 1.3960825145632 1.830308345679 1.0648732450302 0.10340688546652.11380227996086 1.3601923094865 1.375668345679 1.3448903760834 0.00019050293212.26710543246987 0.2746329039788 0.074468345679 1.012822713599 0.53713444711523.02918814067524 -0.1043467581041 0.1824239012346 0.05968650957 0.44998855061073.63329329614667 0.2975920376376 0.6841127901235 0.1294538300466 0.21781514742163.98796544975659 0.6909709882416 0.9353039012346 0.5104660698639 0.06352141451644.11251603594277 0.7610840639159 0.8228505679012 0.7039540044605 0.00455408540494.05912929056886 0.571242427803 0.5286905679012 0.6172190902093 0.00349627300323.89906472473658 -0.0455969825016 0.0053127901235 0.3913357698938 0.4886914893713.19901875977135 0.0620315717364 0.6937039012346 0.0055469140151 0.57610947768482.55593504492787 0.7124586640258 0.985828345679 0.5148942512865 0.07614014901932.42016431163655 1.1715300976785 1.8848239012346 0.7281755971301 0.27057091110032.09675726908185 1.4978581231739 1.6202461234568 1.3847149051475 0.00936196912022.18196145786541 0.8436352032944 0.5973572345679 1.1914484583958 0.10114851428312.60676827396941 -0.0580794250143 0.007588345679 0.4445263503638 0.5673580330993.33634094961411 0.05197945235 0.6841127901235 0.0039494415331 0.58317514523633.98796544975659 0.9196010946451 1.6566550123457 0.5104660698639 0.3272235266722
4.397282308875 1.8060488733029 2.5828061234568 1.2628948426036 0.23301636932514.68196961653962 2.5734371234877 3.3383350123457 1.9837968939766 0.1747494014964.87763950296765 2.4497048063736 2.332068345679 2.5732751998838 0.00602789242114.61080732215718 1.346820721702 1.0142727901235 1.7884005901262 0.10943348439284.14811091053054 0.0237117720624 0.0007350123457 0.7649505993253 0.71929211656093.28466069188165 -0.0052794850723 0.2236239012346 0.0001246421446 0.23489598625522.86030328741568 0.3028246171732 0.5371261234568 0.1707285212194 0.1025941959293
2.64063133559641 0.5903927561919 0.8702816790123 0.4005181482845 0.09037919994252.47111318751201 0.8448203345729 1.1085750123457 0.6438187671196 0.06305783294242.36917764168078 0.7351106440259 0.660788345679 0.8177923574074 0.00824870077072.57288457745524 0.2612503518374 0.1390461234568 0.4908568799934 0.10700449966662.94470073229025 -0.091112923731 0.0767905679012 0.1081065695658 0.366387203493.50150079685121 0.1429841111882 0.393268345679 0.0519860199197 0.15880161491023.81026953823153 0.3688228099307 0.4721216790123 0.2881254370902 0.02241921118143.86353064177751 0.3110136220421 0.2778461234568 0.3481404451223 0.00403614244473.7216486138416 0.0793727423415 0.031368345679 0.2008404361289 0.0737929694021
3.41429579646893 -0.0525025427192 0.1390461234568 0.0198244792696 0.26450016626562.94470073229025 0.2541224929722 0.5973572345679 0.1081065695658 0.19775874129952.60676827396941 0.7553288487828 1.2834372345679 0.4445263503638 0.21787262158442.30114289169393 1.2182508655913 1.5697305679012 0.9454712814176 0.079041325552.19899551707927 1.1958000572519 1.2385216790123 1.1545520770084 0.00152065035232.3181568000308 0.6428373798948 0.4527794567901 0.9126736886864 0.0794355893689
2.69138772467918 -0.0157816120874 0.0007350123457 0.3388504717506 0.37040890167123.28466069188165 0.0058848395637 0.2778461234568 0.0001246421446 0.26557460249193.7216486138416 0.4827097642778 1.160168345679 0.2008404361289 0.3948254644872
4.21040530595488 1.3745495140796 2.1524150123457 0.8777983594332 0.28047053996074.55743161380492 2.0377478957613 2.5189216790123 1.6484897173571 0.09154762832474.66417958522605 2.0402868011347 2.1524150123457 1.9339998127722 0.00574873529654.55743161380492 1.3829409200161 1.160168345679 1.6484897173571 0.04302787440574.21040530595488 0.2127824300802 0.0515794567901 0.8777983594332 0.50467569872883.45782443824183 -0.0392413982254 0.0453216790123 0.0339768377572 0.15826428366243.07998212997791 0.1050567292545 0.294728345679 0.0374477600253 0.12248749130392.80121936113944 0.346126570253 0.5371261234568 0.2230455704967 0.06823555463412.64063133559641 0.552420854293 0.7619350123457 0.4005181482845 0.05790343967092.5220208875833 0.5808070485035 0.5973572345679 0.5647153965338 0.00048491949
2.60676827396941 0.2486154978928 0.1390461234568 0.4445263503638 0.08598484515092.94470073229025 -0.0286417530895 0.007588345679 0.1081065695658 0.17247348176033.33634094961411 0.0243278361079 0.1498550123457 0.0039494415331 0.10475518089673.5980497725227 0.1516025017538 0.2181927901235 0.1053349128769 0.0201498670809
3.66859682714005 0.1371437596344 0.1204861234568 0.1561043734087 0.00236165160813.56287379865408 0.0309955382086 0.0114727901235 0.0837392978085 0.03344282623423.35361918442568 -0.0218646265549 0.074468345679 0.0064196658329 0.12504652759393.02918814067524 0.1301891394035 0.2839705679012 0.05968650957 0.08362978070722.8096615578524 0.35849277046 0.5973572345679 0.2151427304049 0.0958902804116
2.60676827396941 0.581979544531 0.7619350123457 0.4445263503638 0.04275311912032.5220208875833 0.5808070485035 0.5973572345679 0.5647153965338 0.00048491949
2.60676827396941 0.3819611165481 0.3282016790123 0.4445263503638 0.00869215473862.77588821620307 0.0860309203358 0.0298905679012 0.2476138719841 0.1050484483963.1139081529454 -0.033052492384 0.0428950123457 0.0254683981436 0.1340232404798
3.44039470790336 0.094649903413 0.3216150123457 0.0278550561143 0.15968438947163.75707072148231 0.4483271568611 0.8595350123457 0.2338441560753 0.19618634576824.07692390539199 0.985894859032 1.5058016790123 0.6454958090518 0.17899338182884.34389196925635 1.0994152161096 1.0549572345679 1.1457467448037 0.00192650496524.16590901773715 0.6042625213439 0.4584794567901 0.7964003387572 0.04661670394023.85465017317869 0.1901018671852 0.1070016790123 0.3377397461504 0.0648467106999
3.54531349611195 -0.0035034207721 0.0001661234568 0.0738845515451 0.08140379106363.25033295785582 0.0072475734269 0.0978994567901 0.0005365435346 0.08429322641732.99537388274038 0.1370834823628 0.2429394567901 0.0773521163874 0.04638590936672.84342441227596 0.2291805662261 0.2839705679012 0.1849618864515 0.01069660905462.8096615578524 0.2286190238299 0.2429394567901 0.2151427304049 0.0008798080142
2.84342441227596 0.1431661752322 0.1108150123457 0.1849618864515 0.00932684414422.97847756001971 0.0392047214936 0.0176594567901 0.087036096617 0.02608949861723.14789686091527 -0.000893152045 5.0567901235E-05 0.0157752359904 0.0174512393563.26748454530103 -0.0004034600505 0.0045039012346 3.6142003094E-05 0.00525849117023.3190885694989 0.0030597433512 0.0045039012346 0.0020786489063 0.00043728792563.3190885694989 -0.0051468530544 0.0127439012346 0.0020786489063 0.0253091729452
3.16491782348155 0.0242009509768 0.0496794567901 0.0117893001659 0.01320610615373.07150921921104 0.0753187632005 0.1390461234568 0.0407988079712 0.02941541227442.94470073229025 0.1554838024856 0.2236239012346 0.1081065695658 0.02093830192532.86030328741568 0.2284498628038 0.3056861234568 0.1707285212194 0.01968501245962.79277644298276 0.285013501763 0.3515172345679 0.2310916455834 0.01271852609182.75899646139858 0.3050412775111 0.3515172345679 0.2647101531167 0.0062404409135
2.86 0.1707280556317 0.1704772345679 0.1709792457254 02.91093788311075 0.0409288244312 0.0127439012346 0.1314486544182 0.06203193806943.16491782348155 -0.0355172480935 0.1070016790123 0.0117893001659 0.1892965003243.54531349611195 0.1867685694343 0.4721216790123 0.0738845515451 0.17196489650693.86353064177751 0.5352266463642 0.8228505679012 0.3481404451223 0.10015285469384.05912929056886 0.7440816709341 0.8970194567901 0.6172190902093 0.02587938515294.09471954779147 0.6956672809423 0.7175972345679 0.6744075122657 0.00063910126394.00575372809048 0.4006261383111 0.2993305679012 0.5362008425114 0.03450444749953.73935478937308 0.1337531291975 0.0824327901235 0.217024069467 0.03216814047113.5102528349324 0.001683601548 5.0567901235E-05 0.0560536249915 0.0530163679944
3.26748454530103 0.0020012687274 0.1108150123457 3.6142003094E-05 0.1072461274112.97847756001971 0.1513118682395 0.2630550123457 0.087036096617 0.04773244423222.82654403559831 0.2828711645626 0.400548345679 0.199766386765 0.03479867721732.72520097896036 0.3799077823719 0.4800950123457 0.300627832815 0.0210833242912.67447392739807 0.3671341975777 0.3756327901235 0.358827883441 0.00020949457432.74210081822187 0.1715817183848 0.1042572345679 0.2823812295223 0.0432220697842.98692494468912 0.0208878725775 0.0053127901235 0.0821231802261 0.04540097919573.19901875977135 -0.0079773792895 0.0114727901235 0.0055469140151 0.03275420931473.35361918442568 0.0165943256915 0.0428950123457 0.0064196658329 0.01597211054523.44039470790336 0.0278905671499 0.0279261234568 0.0278550561143 1.5579432897E-073.40560859726794 0.0035817093473 0.0007350123457 0.0174536413214 0.01115317581693.28466069188165 -0.0017069011888 0.0233750123457 0.0001246421446 0.02711314345093.13089404173464 0.0588789157332 0.1704772345679 0.0203354232412 0.07338358184732.91093788311075 0.2367104058641 0.4262639012346 0.1314486544182 0.0846448518292.70829668524719 0.4481405478602 0.6286727901235 0.3194506805312 0.05211937649492.58982899963627 0.6104389962344 0.7972505679012 0.467401069534 0.04402820908842.50505641958728 0.6092874962767 0.6286727901235 0.5904999531573 0.00062782416252.58982899963627 0.3232987018384 0.2236239012346 0.467401069534 0.04417184939392.86030328741568 -0.0112021234976 0.0007350123457 0.1707285212194 0.19333319905753.28466069188165 0.0058848395637 0.2778461234568 0.0001246421446 0.26557460249193.7216486138416 0.3348195229012 0.5581750123457 0.2008404361289 0.0890135496226
3.91683823483884 0.5964493936886 0.8595350123457 0.4138887585982 0.08018058524924.07692390539199 0.8091408006398 1.0142727901235 0.6454958090518 0.04123990020124.14811091053054 0.7583879884217 0.7518816790123 0.7649505993253 6.5786869634E-054.0235439689324 0.4853641369137 0.4187527901235 0.562571404796 0.0107213535023
3.82801716062489 0.2257515763268 0.1657394567901 0.3074933102899 0.02190907983953.61566356385065 -0.0078318269445 0.0005239012346 0.1170783904325 0.1337098419283.24176618323339 0.0169086625026 0.2839705679012 0.0010068045775 0.25176930263662.8096615578524 0.35849277046 0.5973572345679 0.2151427304049 0.0958902804116
2.60676827396941 0.6353177919931 0.9079972345679 0.4445263503638 0.08223604295542.45413464487173 0.6332755712037 0.5973572345679 0.6713536320916 0.0021036308012.60676827396941 0.4152975212119 0.3879905679012 0.4445263503638 0.00186898213562.73365144036686 0.0933331895804 0.0298905679012 0.2914325450768 0.13421126714533.1139081529454 -0.0202854352399 0.0161572345679 0.0254683981436 0.0818485449511
3.37092329118601 0.0416121217363 0.1824239012346 0.0094920055085 0.10829148028383.63329329614667 0.1176935731872 0.1070016790123 0.1294538300466 0.00110844356833.54531349611195 0.0236782921146 0.007588345679 0.0738845515451 0.03434109184123.33634094961411 -0.0146358049605 0.0542372345679 0.0039494415331 0.08781795841823.06303942230779 0.1205684453444 0.3282016790123 0.0442921256726 0.13179762214962.77588821620307 0.4343566260657 0.7619350123457 0.2476138719841 0.14129195108032.5220208875833 0.7611611636225 1.0259439012346 0.5647153965338 0.0686549455299
2.40317277796559 0.6726634318925 0.5973572345679 0.7574631500574 0.00937551092692.60676827396941 0.0819334745737 0.0151016790123 0.4445263503638 0.29510070816623.15640500034202 -0.0312764051152 0.071348345679 0.0137103882034 0.14714512376263.49275421881638 0.1374990349183 0.393268345679 0.0480740054754 0.16584912629193.81026953823153 0.4976483709673 0.8595350123457 0.2881254370902 0.15188983283034.07692390539199 1.0019634097949 1.5552861234568 0.6454958090518 0.19631642561314.36168911262476 1.4659165383306 1.814708345679 1.1841634510956 0.06672451453664.45066914975024 1.3856631619837 1.3855905679012 1.3857357598695 4.4776138825E-074.29939771474204 0.6433541339188 0.393268345679 1.0524735747948 0.15951853454123.2734963672457 225.36065833224 297.63219555556 224.67754081836 71.588552560228
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8714817920394 RMSE --> 0.4459339530077
512 0 510.000000 0512 400 510 400
164 0 187.502968 0164 400 187.5029677 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 490,997 cm
LLWL real = 164cm
LLWL skema1a = 186,259 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 490,997 cm
LLWL real = 164cm
LLWL skema1a = 186,259 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 490,997 cm
LLWL real = 164cm
LLWL skema1a = 186,259 cm
SKEMA 3A ; ROI 0,60 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 302.995810 23.1690286231 2.462 230 257.462316 11.9401371815 2.33 240 243.846783 1.602826369 2.44 250 252.363246 0.94529822126 2.55 274 260.856862 4.79676560224 2.746 300 281.139989 6.28667034595 37 340 302.995810 10.8835851727 3.48 360 336.897177 6.41745071951 3.69 364 354.224718 2.68551707117 3.64
10 346 357.724203 3.38849808992 3.4611 300 342.064684 14.0215614108 312 260 302.995810 16.5368501588 2.613 242 269.325596 11.2915685588 2.4214 230 254.063879 10.4625559809 2.315 238 243.846783 2.45663163261 2.3816 270 250.661696 7.16233483345 2.717 345 277.769156 19.4872011054 3.4518 400 341.201589 14.699602845 419 444 389.600115 12.2522264535 4.4420 466 429.024230 7.93471466059 4.6621 452 448.789749 0.71023245219 4.5222 420 436.210125 3.85955352571 4.223 370 407.489639 10.1323348457 3.724 320 362.992533 13.4351664111 3.225 290 319.850466 10.2932641067 2.926 250 294.595208 17.8380831468 2.527 230 260.856862 13.4160270652 2.328 212 243.846783 15.0220675876 2.1229 236 228.468941 3.19112666699 2.3630 256 248.959252 2.75029229973 2.5631 340 265.941159 21.7820121708 3.432 410 336.897177 17.8299567293 4.133 408 398.535482 2.31973481554 4.0834 376 396.746686 5.51773551532 3.7635 330 368.281800 11.6005453606 3.336 280 328.341942 17.264979219 2.837 250 286.190142 14.4760568701 2.538 214 260.856862 21.8957300233 2.1439 198 230.180220 16.2526362631 1.9840 230 216.475097 5.88039248971 2.341 280 243.846783 12.9118631123 2.842 390 286.190142 26.6179122627 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 380.691251 13.4792610685 4.444 460 425.432303 7.51471677498 4.645 448 443.397985 1.02723559374 4.4846 420 432.616879 3.004018919 4.247 364 407.489639 11.9477030025 3.6448 318 357.724203 12.4918878588 3.1849 280 318.158608 13.6280744093 2.850 240 286.190142 19.2458925731 2.451 217 252.363246 16.2964265222 2.1752 200 232.746005 16.3730025196 253 230 218.189948 5.13480537667 2.354 250 243.846783 2.46128668576 2.555 290 260.856862 10.0493578449 2.956 360 294.595208 18.1679978147 3.657 380 354.224718 6.78296898396 3.858 388 371.818424 4.1705092799 3.8859 354 378.913469 7.03770310696 3.5460 300 348.995992 16.3319973186 361 250 302.995810 21.1983241651 2.562 180 260.856862 44.9204790277 1.863 182 201.024346 10.4529371365 1.8264 227 202.742416 10.6861603726 2.2765 290 241.287811 16.7973067192 2.966 335 294.595208 12.06113198 3.3567 438 332.610898 24.0614387203 4.3868 452 423.636656 6.27507608306 4.5269 442 436.210125 1.30992651403 4.4270 424 427.228167 0.76136017117 4.2471 396 411.075185 3.80686488314 3.9672 364 386.032894 6.05299272006 3.6473 300 357.724203 19.2414011304 374 258 302.995810 17.4402365941 2.5875 210 267.633888 27.4447083953 2.176 196 226.757086 15.6923906655 1.9677 220 214.759820 2.38190016756 2.278 246 235.310358 4.34538279943 2.4679 350 257.462316 26.4393384236 3.580 450 345.524465 23.2167856589 4.581 464 434.413435 6.37641489594 4.6482 464 446.992429 3.66542477825 4.6483 400 446.992429 11.7481072572 484 270 389.600115 44.296338721 2.785 224 277.769156 24.0040875832 2.2486 202 238.727124 18.1817447587 2.0287 186 219.904351 18.2281458128 1.8688 178 206.177660 15.8301459813 1.7889 200 199.305995 0.34700249856 290 250 218.189948 12.7240209465 2.5
91 320 260.856862 18.4822305469 3.292 368 319.850466 13.0841125246 3.6893 396 361.233982 8.77929756882 3.9694 440 386.032894 12.265251477 4.495 450 425.432303 5.45948825887 4.596 400 434.413435 8.60335872071 497 315 389.600115 23.6825760465 3.1598 270 315.624203 16.8978528574 2.799 235 277.769156 18.1996409304 2.35
100 208 248.107701 19.282548654 2.08101 222 225.044677 1.37147603129 2.22102 250 237.019091 5.19236377083 2.5103 336 260.856862 22.3640290923 3.36104 460 333.466736 27.5072313901 4.6105 478 443.397985 7.23891536819 4.78106 490 459.574629 6.20925930708 4.9107 470 470.360420 0.07668505953 4.7108 420 452.384550 7.71060718983 4.2109 330 407.489639 23.4817087664 3.3110 265 328.341942 23.9026195522 2.65111 206 273.550442 32.791476882 2.06112 184 223.331737 21.3759439439 1.84113 174 204.460192 17.505857587 1.74114 200 195.868506 2.06574703737 2115 345 218.189948 36.7565369178 3.45116 410 341.201589 16.7801003366 4.1117 450 398.535482 11.4365595661 4.5118 474 434.413435 8.35159601628 4.74119 480 455.979524 5.00426581466 4.8120 425 461.372220 8.55816949022 4.25121 370 411.971855 11.343744485 3.7122 300 362.992533 20.9975108385 3123 240 302.995810 26.2482543387 2.4124 204 252.363246 23.7074733104 2.04125 190 221.618288 16.6412041438 1.9126 230 209.611608 8.86451808894 2.3127 350 243.846783 30.3294904898 3.5128 466 345.524465 25.8531191986 4.66129 494 448.789749 9.15187260808 4.94130 510 473.955764 7.06749729088 5.1131 508 488.337156 3.87063856781 5.08132 480 486.539493 1.36239428776 4.8133 407 461.372220 13.3592678952 4.07134 330 395.852584 19.9553285534 3.3135 270 328.341942 21.6081265975 2.7136 210 277.769156 32.2710267555 2.1137 180 226.757086 25.9761587246 1.8138 170 201.024346 18.249615052 1.7
139 210 192.430049 8.36664344772 2.1140 335 226.757086 32.3113177002 3.35141 420 332.610898 20.8069289512 4.2142 444 407.489639 8.22305429522 4.44143 458 429.024230 6.32658740575 4.58144 466 441.600877 5.23586337471 4.66145 420 448.789749 6.85470221812 4.2146 340 407.489639 19.8498938027 3.4147 270 336.897177 24.776732374 2.7148 215 277.769156 29.1949563658 2.15149 180 231.035636 28.3531308809 1.8150 183 201.024346 9.84936917403 1.83151 230 203.601342 11.477677507 2.3152 370 243.846783 34.0954639769 3.7153 470 362.992533 22.7675462733 4.7154 496 452.384550 8.79343746022 4.96155 512 475.753441 7.07940601282 5.12156 500 490.134814 1.97303715572 5157 450 479.348799 6.52195531872 4.5158 380 434.413435 14.3193249692 3.8159 290 371.818424 28.2132496531 2.9160 220 294.595208 33.9069126668 2.2161 174 235.310358 35.2358381111 1.74162 164 195.868506 19.4320158081 1.64163 194 187.270746 3.46868755097 1.94164 225 213.044134 5.31371841511 2.25165 266 239.580872 9.93200317372 2.66166 350 274.394666 21.6015241269 3.5167 426 345.524465 18.8909707665 4.26168 460 412.868629 10.2459503065 4.6169 456 443.397985 2.76359988157 4.56170 390 439.803857 12.7702197943 3.9171 248 380.691251 53.5045368139 2.48172 208 259.160083 24.5961937211 2.08173 194 225.044677 16.0024107162 1.94174 184 213.044134 15.7848551989 1.84175 234 204.460192 12.6238494866 2.34176 288 247.255936 14.1472445647 2.88177 380 292.914989 22.9171080459 3.8178 445 371.818424 16.4452979789 4.45179 474 429.922330 9.29908656705 4.74180 510 510.000000 0 5.1181 500 488.337156 2.3325687849 5182 470 479.348799 1.98910615622 4.7183 404 452.384550 11.9763738112 4.04184 312 393.171555 26.0165241229 3.12185 240 313.093404 30.4555850731 2.4186 190 252.363246 32.8227608174 1.9
187 180 209.611608 16.450893553 1.8188 236 201.024346 14.8201925473 2.36189 276 248.959252 9.79737256786 2.76190 344 282.824134 17.7836820687 3.44191 408 340.339233 16.5835213084 4.08192 452 396.746686 12.2241846156 4.52193 442 436.210125 1.30992651403 4.42194 415 427.228167 2.94654629537 4.15195 368 403.010621 9.51375568921 3.68196 320 361.233982 12.8856192586 3.2197 246 319.850466 30.0205145973 2.46198 230 257.462316 11.9401371815 2.3199 242 243.846783 0.7631335891 2.42200 280 254.063879 9.2629004443 2.8201 350 286.190142 18.2313879499 3.5202 405 345.524465 14.6853173988 4.05203 465 394.065012 15.2548362215 4.65204 500 447.891082 10.4217836421 5205 510 479.348799 6.01003942466 5.1206 460 488.337156 6.16025132076 4.6207 405 443.397985 9.48098383705 4.05208 290 394.065012 35.8844867483 2.9209 240 294.595208 22.7480032779 2.4210 207 252.363246 21.9146113783 2.07211 192 224.188272 16.764724903 1.92212 210 211.328057 0.6324082357 2.1213 300 226.757086 24.4143047652 3214 370 302.995810 18.109240429 3.7215 410 362.992533 11.4652359719 4.1216 424 398.535482 6.00578255835 4.24217 418 411.075185 1.65665432123 4.18218 400 405.697612 1.42440304591 4219 320 389.600115 21.7500357958 3.2220 244 319.850466 31.0862565202 2.44221 228 255.763575 12.177006608 2.28222 190 242.140996 27.4426294788 1.9223 200 209.611608 4.80580419772 2224 250 218.189948 12.7240209465 2.5225 336 260.856862 22.3640290923 3.36226 410 333.466736 18.6666498524 4.1227 456 398.535482 12.6018679929 4.56228 488 439.803857 9.87625877094 4.88229 510 468.562757 8.12494963423 5.1230 480 488.337156 1.73690751573 4.8231 428 461.372220 7.79724774146 4.28232 330 414.662473 25.6552948189 3.3233 280 328.341942 17.264979219 2.8234 254 286.190142 12.673284321 2.54
235 234 264.247409 12.9262429543 2.34236 222 247.255936 11.3765475917 2.22237 246 237.019091 3.65077618987 2.46238 290 257.462316 11.2198912009 2.9239 355 294.595208 17.0154344037 3.55240 390 349.865683 10.2908504813 3.9241 396 380.691251 3.86584563171 3.96242 380 386.032894 1.5876035529 3.8243 345 371.818424 7.77345623014 3.45244 290 341.201589 17.6557202138 2.9245 250 294.595208 17.8380831468 2.5246 214 260.856862 21.8957300233 2.14247 202 230.180220 13.9506038619 2.02248 216 219.904351 1.80757000545 2.16249 260 231.890898 10.8111929472 2.6250 330 269.325596 18.3861830569 3.3251 380 328.341942 13.5942258386 3.8252 435 371.818424 14.5245002313 4.35253 474 420.943640 11.1933249149 4.74254 486 455.979524 6.17705265645 4.86255 474 466.765103 1.52634960451 4.74256 435 455.979524 4.82287910107 4.35257 350 420.943640 20.269611401 3.5258 306 345.524465 12.916491678 3.06259 273 308.040538 12.8353619717 2.73260 254 280.297607 10.3533887084 2.54261 240 264.247409 10.1030868805 2.4262 250 252.363246 0.94529822126 2.5263 290 260.856862 10.0493578449 2.9264 336 294.595208 12.3228548015 3.36265 366 333.466736 8.88887005319 3.66266 374 359.477844 3.88292928694 3.74267 362 366.516531 1.24766036943 3.62268 338 355.973137 5.31749606795 3.38269 300 335.180525 11.7268415158 3270 274 302.995810 10.5824125594 2.74271 250 281.139989 12.4559955849 2.5272 240 260.856862 8.69035927078 2.4273 250 252.363246 0.94529822126 2.5274 270 260.856862 3.38634731486 2.7275 310 277.769156 10.3970463915 3.1276 348 311.407952 10.5149562203 3.48277 384 343.793097 10.4705477848 3.84278 420 375.362554 10.6279632985 4.2279 450 407.489639 9.44674690461 4.5280 430 434.413435 1.02638020531 4.3281 395 416.456686 5.43207237007 3.95282 360 385.141814 6.98383730416 3.6
283 326 354.224718 8.6578889144 3.26284 296 324.938405 9.77648827919 2.96285 278 299.635170 7.78243523899 2.78286 274 284.507498 3.83485332176 2.74287 278 281.139989 1.12949243242 2.78288 294 284.507498 3.22874214231 2.94289 314 297.955179 5.10981559885 3.14290 328 314.780228 4.03041833097 3.28291 334 326.638938 2.2039106891 3.34292 334 331.755756 0.67192945785 3.34293 316 331.755756 4.98599861101 3.16294 305 316.468578 3.76018966587 3.05295 290 307.199298 5.93079226327 2.9296 280 294.595208 5.21257423822 2.8297 272 286.190142 5.21696403506 2.72298 268 279.455012 4.2742580288 2.68299 268 276.082385 3.01581520352 2.68300 286 286.000000 0 2.86301 316 291.234469 7.83719320255 3.16302 360 316.468578 12.0920615331 3.6303 396 354.224718 10.5493136715 3.96304 418 386.032894 7.64763313373 4.18305 422 405.697612 3.86312507497 4.22306 412 409.282176 0.65966597349 4.12307 382 400.325024 4.79712671442 3.82308 356 373.589596 4.94089783815 3.56309 328 350.736088 6.93173415052 3.28310 294 326.638938 11.1016796933 2.94311 276 297.955179 7.9547750071 2.76312 264 282.824134 7.13035366801 2.64313 258 272.705973 5.69998960843 2.58314 266 267.633888 0.61424347001 2.66315 295 274.394666 6.98485913365 2.95316 320 298.795161 6.6265121939 3.2317 338 319.850466 5.36968464219 3.38318 348 335.180525 3.68375731394 3.48319 344 343.793097 0.06014636446 3.44320 330 340.339233 3.13310092777 3.3321 312 328.341942 5.23780186323 3.12322 286 313.093404 9.4732182432 2.86323 262 291.234469 11.158194458 2.62324 248 271.016288 9.28076130604 2.48325 238 259.160083 8.8907911512 2.38326 248 250.661696 1.07326449584 2.48327 280 259.160083 7.44282752148 2.8328 330 286.190142 13.2757144923 3.3329 380 328.341942 13.5942258386 3.8330 402 371.818424 7.50785472786 4.02
331 420 391.385342 6.81301387574 4.2332 428 407.489639 4.79214043709 4.28333 414 414.662473 0.16001760928 4.14334 392 402.115259 2.58042325569 3.92335 368 382.470470 3.93219303361 3.68336 325 361.233982 11.1489174238 3.25337 274 324.089031 18.2806681427 2.74338 250 281.139989 12.4559955849 2.5339 232 260.856862 12.4383026939 2.32340 250 245.551771 1.77929143338 2.5341 265 260.856862 1.5634482076 2.65342 310 273.550442 11.7579218139 3.1343 340 311.407952 8.40942577839 3.4344 370 336.897177 8.94670880818 3.7345 360 362.992533 0.83125903205 3.6346 336 354.224718 5.4240231729 3.36347 304 333.466736 9.69300513333 3.04348 270 306.358263 13.4660234549 2.7349 240 277.769156 15.737148411 2.4350 226 252.363246 11.6651528996 2.26351 250 240.434435 3.82622614204 2.5352 315 260.856862 17.1882976985 3.15353 354 315.624203 10.840620702 3.54354 390 348.995992 10.5138482165 3.9355 420 380.691251 9.35922588133 4.2356 452 407.489639 9.84742501565 4.52357 462 436.210125 5.58222406753 4.62358 445 445.195172 0.0438587641 4.45359 390 429.922330 10.2364947877 3.9
327.288888888889 327.344167373724 11.8568411874 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746191945221 0.074468345679 0.0747703489362 0
3.0299581041279 0.1979250883624 0.660788345679 0.0592842486697 0.32485224046112.57462315517505 0.679872772059 0.9465127901235 0.4883473218855 0.07541787735832.43846783285612 0.728839388218 0.7619350123457 0.6971813149558 0.00147977416462.52363245553142 0.5795192135377 0.5973572345679 0.5622138637064 0.00055849295442.60856862249865 0.3543034615267 0.2839705679012 0.4420561742633 0.01727420699192.81139988962137 0.1260860690876 0.074468345679 0.213482610269 0.03557000163483.0299581041279 -0.0309494670703 0.0161572345679 0.0592842486697 0.1369310047006
3.36897177409748 0.0312489572734 0.1070016790123 0.0091260000748 0.05337404116373.54224717860954 0.0986814875665 0.1347705679012 0.0722563994497 0.00955561408983.5772420339111 0.0568444229481 0.0350105679012 0.0922946588418 0.0137456945156
3.42064684232489 -0.0401706548946 0.074468345679 0.0216693616589 0.17694376595793.0299581041279 0.1638373886171 0.4527794567901 0.0592842486697 0.1848639713053
2.69325595912362 0.494833949486 0.7274194567901 0.3366154634417 0.07466881919662.54063878755966 0.7129357857079 0.9465127901235 0.5370000699902 0.05790702607822.43846783285612 0.7455388650356 0.7972505679012 0.6971813149558 0.00341848747892.50661695949681 0.4393053585137 0.3282016790123 0.5880201423699 0.03739700035432.77769156186446 -0.0878028531472 0.031368345679 0.2457681734219 0.45199863598823.41201588619878 0.1007588495943 0.5286905679012 0.0192028123593 0.34572531808263.89600114546621 0.7265960767823 1.362148345679 0.3875802958395 0.29593475373414.29024229681656 1.410415442058 1.9240772345679 1.0338835070945 0.13672075906354.48789749316093 1.5145613463568 1.5552861234568 1.4749029373321 0.00103057094544.36210124807996 1.0093083875906 0.8595350123457 1.1851796688081 0.02627681462914.0748963892924 0.342310214066 0.1824239012346 0.6423296610856 0.1405473027045
3.62992532515365 -0.0259836972588 0.0053127901235 0.1270805937272 0.18483578520853.19850465909383 0.027943180127 0.1390461234568 0.0056155561637 0.08910503150072.94595207867014 0.2531130692541 0.5973572345679 0.1072494348772 0.19887325647022.60856862249865 0.6468476040717 0.9465127901235 0.4420561742633 0.09521459479072.43846783285612 0.9626320636647 1.3291527901235 0.6971813149558 0.10142176056412.28468941065895 0.9026209548279 0.8333661234568 0.9776310377424 0.00567168486692.48959251712693 0.5587973543124 0.5082105679012 0.6144195003187 0.00495721364452.65941158619359 -0.0780500466833 0.0161572345679 0.3770329484089 0.54847119866433.36897177409748 0.0790140074535 0.6841127901235 0.0091260000748 0.53440226706623.98535481952585 0.574593010112 0.651428345679 0.5068203271466 0.0089577101873.96746685537594 0.3380673773671 0.2372772345679 0.4816709527486 0.04304249607963.68281799689944 0.0110986469835 0.0007350123457 0.1675889739658 0.14654961875013.2834194181327 -0.0047183644608 0.2236239012346 9.9555383221E-05 0.2336943338278
2.86190142175365 0.3180748880887 0.5973572345679 0.1693653790027 0.13097263906732.60856862249865 0.7532272922699 1.2834372345679 0.4420561742633 0.21955655399032.30180219801002 1.2562218821736 1.6715616790123 0.9440832707915 0.10355665464412.16475097273672 1.0786328642178 0.9465127901235 1.229195070485 0.01829229937572.43846783285612 0.3948498518656 0.2236239012346 0.6971813149558 0.13070550787982.86190142175365 -0.2580814646884 0.393268345679 0.1693653790027 1.0776486581571
3.80691251298409 0.6012809103689 1.2703794567901 0.2845911363267 0.35175276725484.25432302835094 1.3017385443896 1.7612239012346 0.9621282318288 0.11949256872854.43397984540044 1.4008985218832 1.4571172345679 1.3468488478874 0.00211785462944.32616879459801 0.975995010718 0.8595350123457 1.1082343909958 0.01591856473034.0748963892924 0.2942229311327 0.1347705679012 0.6423296610856 0.18913486941963.5772420339111 -0.0282196779006 0.008628345679 0.0922946588418 0.1578012335058
3.18158608346145 0.0434374880238 0.2236239012346 0.0084374494649 0.14560793909142.86190142175365 0.359228913287 0.7619350123457 0.1693653790027 0.2133529234182.52363245553142 0.8269562555457 1.2163639012346 0.5622138637064 0.12505591360522.32746005039102 1.2041294974505 1.6202461234568 0.8948812317088 0.10723008460212.18189947633665 1.0619492756044 0.9465127901235 1.1914643687061 0.01394773368962.43846783285612 0.6453420041299 0.5973572345679 0.6971813149558 0.00378620759342.60856862249865 0.2479237733285 0.1390461234568 0.4420561742633 0.08493224779232.94595207867014 -0.1071254853197 0.1070016790123 0.1072494348772 0.42777868339593.54224717860954 0.141690368346 0.2778461234568 0.0722563994497 0.06643651693473.71818423993983 0.2700081535257 0.3685839012346 0.1977959501925 0.02618434020393.78913468998648 0.1377473345626 0.071348345679 0.2659392870082 0.06206809375473.48995991955754 -0.0590854235261 0.074468345679 0.0468801507731 0.24006072277283.0299581041279 0.1881857455781 0.5973572345679 0.0592842486697 0.2808555921308
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4.34413434882843 1.0997203431714 1.0549572345679 1.1463828044939 0.00194784074654.16456685861757 0.6033907640734 0.4584794567901 0.794104095128 0.0460389368173.8514181429498 0.1890625250402 0.1070016790123 0.3340567989634 0.0632110826043
3.54224717860954 -0.003464604285 0.0001661234568 0.0722563994497 0.0796634698333.24938405306399 0.0075273622018 0.0978994567901 0.0005787691125 0.08374313016772.99635169964394 0.1365745694531 0.2429394567901 0.076778853743 0.04680805793882.8450749810161 0.2282718509212 0.2839705679012 0.1834980234329 0.0110407516355
2.81139988962137 0.2277352615931 0.2429394567901 0.213482610269 0.00098595306822.8450749810161 0.1425985123769 0.1108150123457 0.1834980234329 0.0090107592291
2.97955179019598 0.0390547000795 0.0176594567901 0.0863712636479 0.02574362802933.14780227874429 -0.0008934356977 5.0567901235E-05 0.0157852575742 0.01747623750523.26638938298395 -0.0004732870683 0.0045039012346 4.9734804869E-05 0.00541852293753.31755755610792 0.0029606658835 0.0045039012346 0.0019462110773 0.00050366328783.31755755610792 -0.0049801929432 0.0127439012346 0.0019462110773 0.02482438348673.16468578480891 0.0242404792434 0.0496794567901 0.0118278433766 0.01315282923723.07199297563495 0.0751179812035 0.1390461234568 0.0405815779671 0.02958158366782.94595207867014 0.154866190734 0.2236239012346 0.1072494348772 0.02130200926812.86190142175365 0.2275360326523 0.3056861234568 0.1693653790027 0.02013601349572.79455011517178 0.2839294840561 0.3515172345679 0.2293371248653 0.01312172888592.7608238474544 0.3039254134495 0.3515172345679 0.2627770358229 0.0065324943173
2.86 0.1707054732897 0.1704772345679 0.1709340175827 02.91234469479945 0.0407638367334 0.0127439012346 0.130391028198 0.0613331501943.16468578480891 -0.0355752596672 0.1070016790123 0.0118278433766 0.18949846594743.54224717860954 0.1846992491256 0.4721216790123 0.0722563994497 0.17451741977973.86032893501022 0.5323719556703 0.8228505679012 0.3444366574445 0.10218958979174.05697612183622 0.7420941817329 0.8970194567901 0.6139262313578 0.02657678485164.09282176189201 0.6941059768991 0.7175972345679 0.6713837288645 0.00073865662674.00325024049067 0.3992863758549 0.2993305679012 0.5326205441067 0.03358065063993.73589596303804 0.1327757648393 0.0824327901235 0.2138639696927 0.03093938981313.50736088013695 0.0016634254677 5.0567901235E-05 0.0547181951227 0.05169296981663.26638938298395 0.002347629233 0.1108150123457 4.9734804869E-05 0.10653002932462.97955179019598 0.1507328558252 0.2630550123457 0.0863712636479 0.04820298857832.82824133683537 0.2817623465548 0.400548345679 0.1982033399775 0.03543480089362.72705973189741 0.3785819765904 0.4800950123457 0.2985332263687 0.02162656474572.67633887630234 0.3659576700723 0.3756327901235 0.3565317507046 0.00026695887882.74394665555734 0.1709680580923 0.1042572345679 0.2803649742773 0.0424579807562.9879516097952 0.0208090535496 0.0053127901235 0.0815045766096 0.0449645197884
3.19850465909383 -0.0080265869018 0.0114727901235 0.0056155561637 0.03294055877063.35180524547496 0.0162299664132 0.0428950123457 0.0061408493755 0.01643389508773.43793096506274 0.0274879882393 0.0279261234568 0.0270567269608 4.2809055716E-063.40339233061645 0.0035231066976 0.0007350123457 0.0168871732233 0.01068997403033.2834194181327 -0.0015254862542 0.0233750123457 9.9555383221E-05 0.0267059062228
3.13093404175556 0.0588398178271 0.1704772345679 0.020308425173 0.0734052549822.91234469479945 0.2357562053598 0.4262639012346 0.130391028198 0.08546542057742.71016288038983 0.4466174965919 0.6286727901235 0.3172829990349 0.05297495150932.59160082939855 0.6088081139006 0.7972505679012 0.4649069370085 0.04477491100222.50661695949681 0.6080067956466 0.6286727901235 0.5880201423699 0.00070846253292.59160082939855 0.3224349592784 0.2236239012346 0.4649069370085 0.04343021430742.86190142175365 -0.0111573134982 0.0007350123457 0.1693653790027 0.19193036426153.2834194181327 0.0052593799347 0.2778461234568 9.9555383221E-05 0.2668554975624
3.71818423993983 0.332272112794 0.5581750123457 0.1977959501925 0.0910927530207
3.91385341721882 0.5937328430678 0.8595350123457 0.4101272011891 0.08187986683734.0748963892924 0.807153949088 1.0142727901235 0.6423296610856 0.0420674911253
4.14662472902401 0.7571467292731 0.7518816790123 0.7624486480399 4.3887034642E-054.02115259162287 0.4838520428629 0.4187527901235 0.5590716167254 0.0102318467923.82470470363684 0.2244253046169 0.1657394567901 0.3038909281341 0.02093945125463.61233981627483 -0.0077570019292 0.0005239012346 0.1148519510154 0.13129014245813.24089030710911 0.0173462615943 0.2839705679012 0.0010595914694 0.25089109975592.81139988962137 0.3571069611456 0.5973572345679 0.213482610269 0.09696989125622.60856862249865 0.6335501430469 0.9079972345679 0.4420561742633 0.08327184989082.45551771416551 0.632164340309 0.5973572345679 0.6689996036415 0.00197867375312.60856862249865 0.4141420361382 0.3879905679012 0.4420561742633 0.00171655904172.73550442377015 0.0930033734388 0.0298905679012 0.2893764849022 0.13285702509113.11407952353482 -0.0202566999813 0.0161572345679 0.0253962949171 0.08175051886213.36897177409748 0.0408019673094 0.1824239012346 0.0091260000748 0.10957968634423.62992532515365 0.1166097633078 0.1070016790123 0.1270805937272 0.00089552508563.54224717860954 0.0234159462022 0.007588345679 0.0722563994497 0.03321403411113.33466735605312 -0.014258781126 0.0542372345679 0.003748584175 0.08682885072333.06358263328267 0.1202259125093 0.3282016790123 0.0440408168605 0.13219233122482.77769156186446 0.4327347643192 0.7619350123457 0.2457681734219 0.14265091590362.52363245553142 0.7594734259071 1.0259439012346 0.5622138637064 0.06950207160952.40434434644895 0.6717156676242 0.5973572345679 0.7553301642997 0.00915000405632.60856862249865 0.0817055105189 0.0151016790123 0.4420561742633 0.2931479365433.15624202714975 -0.0313053278218 0.071348345679 0.0137357571602 0.14727018172613.48995991955754 0.1357809977122 0.393268345679 0.0468801507731 0.16813286756933.80691251298409 0.4945867425195 0.8595350123457 0.2845911363267 0.15451777244854.0748963892924 0.9995030808212 1.5552861234568 0.6423296610856 0.1981172242649
4.36210124807996 1.4665454088146 1.814708345679 1.1851796688081 0.06651176624194.45195171500257 1.3872372641294 1.3855905679012 1.3888859173632 3.8091914513E-064.29922329672185 0.6432790533472 0.393268345679 1.0522279380529 0.15937924064553.27344167373724 225.30204089205 297.63219555556 224.56686297907 71.59508675612
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8714697879568 RMSE --> 0.4459543037008
512 0 510.000000 0512 400 510 400
164 0 187.270746 0164 400 187.2707462 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 491,580 cm
LLWL real = 164cm
LLWL skema1a = 186,155 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,580 cm
LLWL real = 164cm
LLWL skema1a = 186,155 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 491,580 cm
LLWL real = 164cm
LLWL skema1a = 186,155 cm
SKEMA 1A ; ROI 0,70 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 303.982799 23.5702436923 2.462 230 258.246366 12.2810284944 2.33 240 244.288638 1.78693259429 2.44 250 253.029353 1.21174139646 2.55 274 261.711684 4.48478677467 2.746 300 282.256830 5.91438989778 37 340 303.982799 10.5932942697 3.48 360 336.756250 6.45659711 3.69 364 353.380466 2.91745449275 3.64
10 346 356.759445 3.10966631168 3.4611 300 341.703248 13.9010825423 312 260 303.982799 16.9164613397 2.613 242 270.326231 11.7050541373 2.4214 230 254.770794 10.7699103705 2.315 238 244.288638 2.64228496903 2.3816 270 251.285578 6.9312672455 2.717 345 278.864437 19.1697284902 3.4518 400 340.876761 14.7808096615 419 444 388.166822 12.5750399789 4.4420 466 428.540555 8.03850753709 4.6621 452 449.170590 0.62597568309 4.5222 420 436.021065 3.814539263 4.223 370 406.317023 9.81541163225 3.724 320 361.868201 13.0838126697 3.225 290 320.389530 10.4791481359 2.926 250 295.691309 18.2765236201 2.527 230 261.711684 13.7876887989 2.328 212 244.288638 15.2304897294 2.1229 236 228.437251 3.20455446501 2.3630 256 249.539545 2.52361541405 2.5631 340 266.889128 21.5031976567 3.432 410 336.756250 17.8643291698 4.133 408 397.190164 2.64946951417 4.0834 376 395.376648 5.15336388486 3.7635 330 367.027357 11.2204113362 3.336 280 328.559680 17.3427426807 2.837 250 287.320090 14.9280358203 2.538 214 261.711684 22.2951795502 2.1439 198 230.204850 16.2650757486 1.9840 230 216.028468 6.07457907923 2.341 280 244.288638 12.7540577763 2.842 390 287.320090 26.3281821665 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 379.263961 13.8036453371 4.444 460 424.811730 7.64962400885 4.645 448 443.527206 0.99839148049 4.4846 420 432.277257 2.9231565346 4.247 364 406.317023 11.62555578 3.6448 318 356.759445 12.1885048548 3.1849 280 318.755253 13.8411617082 2.850 240 287.320090 19.7167039794 2.451 217 253.029353 16.6033887056 2.1752 200 232.853534 16.4267668292 253 230 217.804602 5.30234710003 2.354 250 244.288638 2.28454470948 2.555 290 261.711684 9.75459164228 2.956 360 295.691309 17.8635252638 3.657 380 353.380466 7.00514061937 3.858 388 370.495307 4.51151886245 3.8859 354 377.499145 6.63817661077 3.5460 300 348.349487 16.1164955715 361 250 303.982799 21.5931197932 2.562 180 261.711684 45.3953801319 1.863 182 200.002235 9.89133814043 1.8264 227 201.786111 11.1074399652 2.2765 290 241.656436 16.6701944733 2.966 335 295.691309 11.7339375969 3.3567 438 332.652182 24.0520132703 4.3868 452 422.950529 6.42687411226 4.5269 442 436.021065 1.35270024783 4.4270 424 426.675107 0.63092143734 4.2471 396 409.992777 3.5335294656 3.9672 364 384.590347 5.65668867581 3.6473 300 356.759445 18.9198151461 374 258 303.982799 17.8227904973 2.5875 210 268.609178 27.9091322938 2.176 196 226.668273 15.6470783123 1.9677 220 214.251312 2.6130397917 2.278 246 235.498779 4.26878912527 2.4679 350 258.246366 26.2153241322 3.580 450 345.018306 23.3292653495 4.581 464 434.148319 6.43355194959 4.6482 464 447.288291 3.60166152393 4.6483 400 447.288291 11.8220726322 484 270 388.166822 43.7654898125 2.785 224 278.864437 24.4930521021 2.2486 202 239.020055 18.3267598754 2.0287 186 219.579667 18.053584559 1.8688 178 205.351692 15.3661188426 1.7889 200 198.217679 0.89116050174 290 250 217.804602 12.878159332 2.5
91 320 261.711684 18.2150986758 3.292 368 320.389530 12.9376278277 3.6893 396 360.159770 9.05056303463 3.9694 440 384.590347 12.5931030046 4.495 450 424.811730 5.59739343127 4.596 400 434.148319 8.53707973848 497 315 388.166822 23.2275626964 3.1598 270 316.302323 17.1490085952 2.799 235 278.864437 18.6657177484 2.35
100 208 248.665704 19.5508192656 2.08101 222 224.897972 1.3053929799 2.22102 250 237.260261 5.09589575266 2.5103 336 261.711684 22.1096177865 3.36104 460 333.471912 27.5061061778 4.6105 478 443.527206 7.21188155494 4.78106 490 460.485199 6.02342867564 4.9107 470 471.827719 0.38887630032 4.7108 420 452.938388 7.84247325591 4.2109 330 406.317023 23.126370618 3.3110 265 328.559680 23.9847847192 2.65111 206 274.605341 33.3035635321 2.06112 184 223.126403 21.2643493443 1.84113 174 203.569274 16.993835907 1.74114 200 194.646646 2.6766768194 2115 345 217.804602 36.8682314 3.45116 410 340.876761 16.859326499 4.1117 450 397.190164 11.7355190262 4.5118 474 434.148319 8.40752764686 4.74119 480 456.710065 4.85206973514 4.8120 425 462.373942 8.79386873772 4.25121 370 410.913730 11.0577649147 3.7122 300 361.868201 20.6227335144 3123 240 303.982799 26.6594997846 2.4124 204 253.029353 24.0339968094 2.04125 190 221.353617 16.5019038998 1.9126 230 208.914146 9.16776248471 2.3127 350 244.288638 30.2032462211 3.5128 466 345.018306 25.9617369254 4.66129 494 449.170590 9.07477936995 4.94130 510 475.613236 6.74250274789 5.1131 508 490.772268 3.39128587275 5.08132 480 488.876159 1.84919972064 4.8133 407 462.373942 13.605391188 4.07134 330 394.471488 19.5368145522 3.3135 270 328.559680 21.6887701874 2.7136 210 278.864437 32.792588909 2.1137 180 226.668273 25.9268186067 1.8138 170 200.002235 17.6483737739 1.7
139 210 191.073245 9.01274067801 2.1140 335 226.668273 32.3378288083 3.35141 420 332.652182 20.7970995533 4.2142 444 406.317023 8.48715697312 4.44143 458 428.540555 6.43219325826 4.58144 466 441.648557 5.22563157346 4.66145 420 449.170590 6.94537855058 4.2146 340 406.317023 19.5050067763 3.4147 270 336.756250 24.7245371867 2.7148 215 278.864437 29.7043891669 2.15149 180 231.088114 28.3822854741 1.8150 183 200.002235 9.29083902491 1.83151 230 202.677784 11.8792243386 2.3152 370 244.288638 33.9760437226 3.7153 470 361.868201 23.0067658419 4.7154 496 452.938388 8.68177667846 4.96155 512 477.506723 6.73696816718 5.12156 500 492.668667 1.46626667031 5157 450 481.295013 6.9544472235 4.5158 380 434.148319 14.2495576194 3.8159 290 370.495307 27.7570023495 2.9160 220 295.691309 34.4051404774 2.2161 174 235.498779 35.3441257195 1.74162 164 194.646646 18.6869794885 1.64163 194 185.709159 4.27362949367 1.94164 225 212.473179 5.56747606527 2.25165 266 239.899299 9.8122937923 2.66166 350 275.458787 21.2974895447 3.5167 426 345.018306 19.009787341 4.26168 460 411.835456 10.4705530741 4.6169 456 443.527206 2.7352618054 4.56170 390 439.771265 12.7618629387 3.9171 248 379.263961 52.9290163374 2.48172 208 259.980344 24.9905501912 2.08173 194 224.897972 15.9267899048 1.94174 184 212.473179 15.4745537245 1.84175 234 203.569274 13.0045835564 2.34176 288 247.791327 13.9613447714 2.88177 380 294.023707 22.6253402804 3.8178 445 370.495307 16.7426276823 4.45179 474 429.474023 9.39366598237 4.74180 510 510.000000 0 5.1181 500 490.772268 1.84554644671 5182 470 481.295013 2.40319415016 4.7183 404 452.938388 12.1134622958 4.04184 312 391.762610 25.5649391851 3.12185 240 313.846778 30.7694908647 2.4186 190 253.029353 33.1733439427 1.9
187 180 208.914146 16.0634146029 1.8188 236 200.002235 15.2532900781 2.36189 276 249.539545 9.58712154347 2.76190 344 283.947978 17.4569831385 3.44191 408 340.051118 16.6541377741 4.08192 452 395.376648 12.5272902197 4.52193 442 436.021065 1.35270024783 4.42194 415 426.675107 2.81327876971 4.15195 368 401.741765 9.16895797274 3.68196 320 360.159770 12.5499282447 3.2197 246 320.389530 30.2396461765 2.46198 230 258.246366 12.2810284944 2.3199 242 244.288638 0.94571827533 2.42200 280 254.770794 9.01043076706 2.8201 350 287.320090 17.9085458427 3.5202 405 345.018306 14.8102948327 4.05203 465 392.664452 15.5560319122 4.65204 500 448.229301 10.354139888 5205 510 481.295013 5.62842892044 5.1206 460 490.772268 6.68962342749 4.6207 405 443.527206 9.5128904117 4.05208 290 392.664452 35.4015350373 2.9209 240 295.691309 23.2047121043 2.4210 207 253.029353 22.2364026527 2.07211 192 224.012343 16.673095225 1.92212 210 210.694110 0.33052848744 2.1213 300 226.668273 24.443908836 3214 370 303.982799 17.8424866262 3.7215 410 361.868201 11.7394632822 4.1216 424 397.190164 6.32307443816 4.24217 418 409.992777 1.91560366417 4.18218 400 404.484224 1.12105589044 4219 320 388.166822 21.3021320293 3.2220 244 320.389530 31.3071842599 2.44221 228 256.509823 12.5043084682 2.28222 190 242.534313 27.6496382788 1.9223 200 208.914146 4.45707314258 2224 250 217.804602 12.878159332 2.5225 336 261.711684 22.1096177865 3.36226 410 333.471912 18.665387419 4.1227 456 397.190164 12.8968937758 4.56228 488 439.771265 9.88293740555 4.88229 510 469.935750 7.85573535546 5.1230 480 490.772268 2.24422245134 4.8231 428 462.373942 8.03129489143 4.28232 330 413.681157 25.3579264668 3.3233 280 328.559680 17.3427426807 2.8234 254 287.320090 13.1181454924 2.54
235 234 265.166149 13.3188670122 2.34236 222 247.791327 11.6177148912 2.22237 246 237.260261 3.55273958604 2.46238 290 258.246366 10.9495291251 2.9239 355 295.691309 16.7066735069 3.55240 390 349.185024 10.4653784465 3.9241 396 379.263961 4.2262725968 3.96242 380 384.590347 1.20798599472 3.8243 345 370.495307 7.38994400397 3.45244 290 340.876761 17.5437108117 2.9245 250 295.691309 18.2765236201 2.5246 214 261.711684 22.2951795502 2.14247 202 230.204850 13.9627970209 2.02248 216 219.579667 1.65725337023 2.16249 260 231.971011 10.780380413 2.6250 330 270.326231 18.0829602993 3.3251 380 328.559680 13.5369264458 3.8252 435 370.495307 14.8286651003 4.35253 474 420.163051 11.3580060654 4.74254 486 456.710065 6.02673554087 4.86255 474 468.044351 1.25646598645 4.74256 435 456.710065 4.99081960261 4.35257 350 420.163051 20.0465860714 3.5258 306 345.018306 12.7510803685 3.06259 273 308.924563 13.1591807044 2.73260 254 281.409990 10.7913344765 2.54261 240 265.166149 10.4858953369 2.4262 250 253.029353 1.21174139646 2.5263 290 261.711684 9.75459164228 2.9264 336 295.691309 11.9966342112 3.36265 366 333.471912 8.88745585192 3.66266 374 358.456882 4.15591385573 3.74267 362 365.301952 0.91214130588 3.62268 338 355.067350 5.04951181445 3.38269 300 335.112918 11.7043061654 3270 274 303.982799 10.9426275486 2.74271 250 282.256830 12.9027321227 2.5272 240 261.711684 9.04653509892 2.4273 250 253.029353 1.21174139646 2.5274 270 261.711684 3.06974657874 2.7275 310 278.864437 10.0437300939 3.1276 348 312.207878 10.2850924053 3.48277 384 343.358887 10.5836231177 3.84278 420 373.986012 10.9557114709 4.2279 450 406.317023 9.70732821348 4.5280 430 434.148319 0.96472533812 4.3281 395 415.529750 5.19740510998 3.95282 360 383.699363 6.58315627405 3.6
283 326 353.380466 8.39891584245 3.26284 296 325.290657 9.89549232193 2.96285 278 300.675130 8.15652167723 2.78286 274 285.635734 4.24661818342 2.74287 278 282.256830 1.53123392326 2.78288 294 285.635734 2.84498849572 2.94289 314 299.016938 4.77167590541 3.14290 328 315.484142 3.81581050098 3.28291 334 326.924801 2.11832311885 3.34292 334 331.832915 0.64882779935 3.34293 316 331.832915 5.01041618676 3.16294 305 317.120214 3.97384055672 3.05295 290 308.102432 6.24221806212 2.9296 280 295.691309 5.60403894656 2.8297 272 287.320090 5.63238586422 2.72298 268 280.562308 4.68742836229 2.68299 268 277.163250 3.41912297209 2.68300 286 286.000000 0 2.86301 316 292.352826 7.48328292857 3.16302 360 317.120214 11.9110517506 3.6303 396 353.380466 10.7625086752 3.96304 418 384.590347 7.9927400048 4.18305 422 404.484224 4.15065792376 4.22306 412 408.153254 0.93367630624 4.12307 382 399.007823 4.45230969879 3.82308 356 372.237830 4.56118817032 3.56309 328 350.021713 6.71393676005 3.28310 294 326.924801 11.198911831 2.94311 276 299.016938 8.33947016559 2.76312 264 283.947978 7.55605227408 2.64313 258 273.751094 6.10507517605 2.58314 266 268.609178 0.98089391616 2.66315 295 275.458787 6.62414013774 2.95316 320 299.846409 6.297997154 3.2317 338 320.389530 5.21019834495 3.38318 348 335.112918 3.7031843402 3.48319 344 343.358887 0.18636999182 3.44320 330 340.051118 3.04579329753 3.3321 312 328.559680 5.30758958524 3.12322 286 313.846778 9.73663569069 2.86323 262 292.352826 11.5850480709 2.62324 248 272.040223 9.69363841798 2.48325 238 259.980344 9.23543882259 2.38326 248 251.285578 1.32483001498 2.48327 280 259.980344 7.1498770008 2.8328 330 287.320090 12.9333061968 3.3329 380 328.559680 13.5369264458 3.8330 402 370.495307 7.8369883548 4.02
331 420 389.962367 7.15181733178 4.2332 428 406.317023 5.0661161123 4.28333 414 413.681157 0.07701513514 4.14334 392 400.829481 2.25241867617 3.92335 368 381.034165 3.54189255206 3.68336 325 360.159770 10.818390887 3.25337 274 324.473763 18.4210813741 2.74338 250 282.256830 12.9027321227 2.5339 232 261.711684 12.8067604472 2.32340 250 246.041000 1.58359981736 2.5341 265 261.711684 1.24087387268 2.65342 310 274.605341 11.4176319755 3.1343 340 312.207878 8.17415340309 3.4344 370 336.756250 8.98479718811 3.7345 360 361.868201 0.51894459531 3.6346 336 353.380466 5.17275763285 3.36347 304 333.471912 9.69470775722 3.04348 270 307.279732 13.8073081411 2.7349 240 278.864437 16.1935152953 2.4350 226 253.029353 11.9598909253 2.26351 250 240.778095 3.68876197406 2.5352 315 261.711684 16.9169256389 3.15353 354 316.302323 10.6490612409 3.54354 390 348.349487 10.6796187912 3.9355 420 379.263961 9.69905701984 4.2356 452 406.317023 10.1068533099 4.52357 462 436.021065 5.62314612455 4.62358 445 445.407141 0.09149225688 4.45359 390 429.474023 10.1215444214 3.9
327.288888888889 327.412444065813 11.8842990628 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0748055140285 0.074468345679 0.0751442089661 0
3.03982799483114 0.1904569775189 0.660788345679 0.0548948245272 0.33620050358992.58246365537171 0.6729090928853 0.9465127901235 0.478394641903 0.07978571660592.44288638226289 0.7255784651948 0.7619350123457 0.6909567097247 0.00183924178362.53029353491161 0.5748986422636 0.5973572345679 0.5532844163437 0.00091769825742.61711684237399 0.3501120490412 0.2839705679012 0.4316589842031 0.01510027042812.8225683030667 0.1232246526583 0.074468345679 0.2039029453965 0.0314820070766
3.03982799483114 -0.0297816815585 0.0161572345679 0.0548948245272 0.12972387330743.36756250404009 0.0305646287329 0.1070016790123 0.0087306716886 0.05402718952813.53380465646381 0.095331492558 0.1347705679012 0.0674338144809 0.01127745098883.56759445438423 0.0549115003461 0.0350105679012 0.0861246489564 0.01157656661423.41703247627031 -0.0389980150515 0.074468345679 0.0204227066425 0.17391608626413.03982799483114 0.1576554751031 0.4527794567901 0.0548948245272 0.19344866503722.70326231012185 0.4868819682218 0.7274194567901 0.3258835720804 0.08023753633562.54770793852228 0.7067225436335 0.9465127901235 0.5276809345753 0.0613592228072.44288638226289 0.7422032263627 0.7972505679012 0.6909567097247 0.00395469707412.51285578437142 0.436122354646 0.3282016790123 0.5795299670446 0.03502295744322.78864436708801 -0.0859839152523 0.031368345679 0.2356909018337 0.43739127318443.40876761354046 0.097900547038 0.5286905679012 0.0181287840038 0.34955573479863.88166822493671 0.709071101118 1.362148345679 0.3691094498155 0.31173437104534.28540554877152 1.4027592615208 1.9240772345679 1.022689479627 0.14032100289124.49170589912435 1.5184593655361 1.5552861234568 1.4825046080007 0.00080055614444.36021064904594 1.0069225914209 0.8595350123457 1.1795832520502 0.02566745206774.06317023039339 0.3370102239714 0.1824239012346 0.6225932582989 0.1318926162443.61868200543119 -0.0251144180546 0.0053127901235 0.1187199154423 0.17529462167193.20389529594077 0.0261876677413 0.1390461234568 0.0049321327677 0.09235235089492.95691309050358 0.2451691279639 0.5973572345679 0.1006230406669 0.20876957227352.61711684237399 0.6391953922862 0.9465127901235 0.4316589842031 0.10056309171732.44288638226289 0.9583251215454 1.3291527901235 0.6909567097247 0.10425561585082.28437251462578 0.9035335360313 0.8333661234568 0.9796088750847 0.0057195165442.49539544540026 0.5551472481749 0.5082105679012 0.6064188480553 0.0041737484752.66889127967149 -0.0769318595743 0.0161572345679 0.3663071791579 0.53451996094043.36756250404009 0.0772836604239 0.6841127901235 0.0087306716886 0.5364646854883.97190164382204 0.5631837337536 0.651428345679 0.4868930252552 0.01168525460843.95376648207085 0.3310611899504 0.2372772345679 0.4619133044556 0.03754544957413.67027357409517 0.0107400431732 0.0007350123457 0.1569341359229 0.13710251967323.28559679505961 -0.0054251489259 0.2236239012346 0.0001316149155 0.23580424737222.87320089550674 0.3098693533415 0.5973572345679 0.1607396890568 0.1392789084072.61711684237399 0.7443166080117 1.2834372345679 0.4316589842031 0.22764048127692.30204849982318 1.2567861830617 1.6715616790123 0.9449316347502 0.10371523623842.16028468117782 1.0836423260011 0.9465127901235 1.2406390097992 0.01952037031362.44288638226289 0.3930832418367 0.2236239012346 0.6909567097247 0.12753013597332.87320089550674 -0.2514236098705 0.393268345679 0.1607396890568 1.0543164009882
3.79263960516682 0.5844242031973 1.2703794567901 0.2688579758255 0.36888664921194.24811729559279 1.2925967399266 1.7612239012346 0.9486620814638 0.12382143766094.43527206167397 1.4016341949685 1.4571172345679 1.3482637977907 0.00200058846694.32277257445308 0.9722133364872 0.8595350123457 1.0996629085116 0.01507310503784.06317023039339 0.2896674765873 0.1347705679012 0.6225932582989 0.17907304389123.56759445438423 -0.0272601034972 0.008628345679 0.0861246489564 0.15022946106943.18755252783005 0.0409388956663 0.2236239012346 0.0074946960907 0.15019696182752.87320089550674 0.3499617078566 0.7619350123457 0.1607396890568 0.22391908750842.53029353491161 0.82036284116 1.2163639012346 0.5532844163437 0.12981143129912.32853533658348 1.203629864031 1.6202461234568 0.8941387537447 0.1079354673842.17804601669923 1.0663625200205 0.9465127901235 1.2013879114682 0.01487277404292.44288638226289 0.6424546593553 0.5973572345679 0.6909567097247 0.0032619653312.61711684237399 0.2449908333157 0.1390461234568 0.4316589842031 0.08002288086852.95691309050358 -0.1037633572061 0.1070016790123 0.1006230406669 0.41356077316573.53380465646381 0.1368803270869 0.2778461234568 0.0674338144809 0.07085996092033.70495306813685 0.2615608467271 0.3685839012346 0.1856133062552 0.03064142835473.7749914520214 0.1337871439241 0.071348345679 0.250867763072 0.0552209825231
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2.61711684237399 0.5734946324578 0.7619350123457 0.4316589842031 0.04713972324252.53029353491161 0.5748986422636 0.5973572345679 0.5532844163437 0.00091769825742.61711684237399 0.3763923529726 0.3282016790123 0.4316589842031 0.00686961781812.78864436708801 0.0839341104972 0.0298905679012 0.2356909018337 0.0969423301463.12207878429507 -0.031490344829 0.0428950123457 0.0231178816189 0.12810759665173.43358887228135 0.0904340510005 0.3216150123457 0.0254289049529 0.16517000473353.73986011822266 0.4317887215109 0.8595350123457 0.2169097213565 0.21172871080214.06317023039339 0.9682468557596 1.5058016790123 0.6225932582989 0.19082024761464.34148318953901 1.0962960305172 1.0549572345679 1.1392546988126 0.00172085501434.15529750184433 0.596652070541 0.4584794567901 0.7764659637603 0.04214706426353.83699362586565 0.1841207645834 0.1070016790123 0.3168217196562 0.0561659787009
3.53380465646381 -0.0033469894482 0.0001661234568 0.0674338144809 0.07496898990133.252906572729 0.0066388351209 0.0978994567901 0.0004501979195 0.0857942603478
3.00675130262693 0.1317852489229 0.2429394567901 0.0714883949407 0.0514161532432.85635733822583 0.2226234470295 0.2839705679012 0.1745293518747 0.0135390301592.8225683030667 0.2225670029284 0.2429394567901 0.2039029453965 0.001812060426
2.85635733822583 0.139070026543 0.1108150123457 0.1745293518747 0.00699609486872.99016937657028 0.037734472961 0.0176594567901 0.0806304784211 0.02244921571733.15484141556778 -0.0008482348451 5.0567901235E-05 0.0142284400747 0.01566467125713.26924800783057 -0.0003272628253 0.0045039012346 2.3779597122E-05 0.00500584439593.31832915150173 0.0029666272611 0.0045039012346 0.0019540564608 0.00046962567463.31832915150173 -0.0049902206908 0.0127439012346 0.0019540564608 0.02506812021533.17120213697989 0.0229402379087 0.0496794567901 0.0105930005944 0.01468995800853.08102432380145 0.072004888019 0.1390461234568 0.0372876551301 0.03276980580782.95691309050358 0.1500057229175 0.2236239012346 0.1006230406669 0.02462171797142.87320089550674 0.2216661734081 0.3056861234568 0.1607396890568 0.02347051438412.80562308010932 0.2777692510987 0.3515172345679 0.2194935248361 0.0157811582562
2.771632495652 0.2979218909503 0.3515172345679 0.252498154796 0.00839651425942.86 0.1709873801651 0.1704772345679 0.1714990523504 0
2.9235282594573 0.0395784133444 0.0127439012346 0.1229176822726 0.05591888407533.17120213697989 -0.0336670291143 0.1070016790123 0.0105930005944 0.18386760733063.53380465646381 0.1784291616158 0.4721216790123 0.0674338144809 0.18164247085193.84590346779945 0.5186671086202 0.8228505679012 0.3269312558787 0.11162049282844.04484223561749 0.7299553871371 0.8970194567901 0.594005919467 0.03068024242354.08153253618298 0.6839643689202 0.7175972345679 0.6519078327191 0.00147974577253.99007823049384 0.3917062734612 0.2993305679012 0.5125898291801 0.02892660448793.72237829886328 0.1286986632891 0.0824327901235 0.2009315213958 0.02636671194173.50021712572958 0.001607770205 5.0567901235E-05 0.0511179022428 0.04849558246463.26924800783057 0.0016233103057 0.1108150123457 2.3779597122E-05 0.10840425066042.99016937657028 0.1456373973144 0.2630550123457 0.0806304784211 0.05297794191082.83947978003567 0.2750817763228 0.400548345679 0.1889159810076 0.03979218264312.73751093954218 0.371813532551 0.4800950123457 0.2879540495799 0.02480969607552.68609177816996 0.3603986851428 0.3756327901235 0.3457824121529 0.00068078088812.75458786593676 0.1677525873489 0.1042572345679 0.2699182524732 0.03818590213912.99846409107192 0.0200925765921 0.0053127901235 0.075988628334 0.04061672258753.20389529594077 -0.0075223217231 0.0114727901235 0.0049321327677 0.03101286679183.35112918496105 0.0159485381534 0.0428950123457 0.0059297306452 0.01660768696883.43358887228135 0.0266482783513 0.0279261234568 0.0254289049529 4.1102558625E-053.40051117881852 0.0034264849012 0.0007350123457 0.0159736075828 0.01010249706753.28559679505961 -0.0017539955174 0.0233750123457 0.0001316149155 0.0274222985343.1384677807537 0.0560111275783 0.1704772345679 0.0184027293764 0.07754430491792.9235282594573 0.2289003511929 0.4262639012346 0.1229176822726 0.09212940428922.7204022327658 0.4390401861689 0.6286727901235 0.3066082835132 0.0577932335188
2.59980344397772 0.6020937254804 0.7972505679012 0.4547088065641 0.04831355398452.51285578437142 0.6036014590291 0.6286727901235 0.5795299670446 0.00107950256672.59980344397772 0.3188789068746 0.2236239012346 0.4547088065641 0.04007866104322.87320089550674 -0.0108694827797 0.0007350123457 0.1607396890568 0.18215747559623.28559679505961 0.0060472054756 0.2778461234568 0.0001316149155 0.26461065725293.70495306813685 0.3218768545741 0.5581750123457 0.1856133062552 0.0992545692764
3.8996236720651 0.5799072874289 0.8595350123457 0.3912492884907 0.09022593838374.06317023039339 0.7946567820178 1.0142727901235 0.6225932582989 0.04701514898774.13681157340539 0.7480455982177 0.7518816790123 0.7442290890077 1.0166064149E-054.00829481210582 0.4750898048124 0.4187527901235 0.5390061343116 0.00779597384483.81034164591597 0.2182999822294 0.1657394567901 0.2875288912145 0.01698894466013.60159770382881 -0.0074954991348 0.0005239012346 0.1072387380917 0.12362094533773.24473762965142 0.0156599050654 0.2839705679012 0.0008635846611 0.25476007478612.8225683030667 0.349002721454 0.5973572345679 0.2039029453965 0.1040503101433
2.61711684237399 0.6260552403205 0.9079972345679 0.4316589842031 0.08827841802232.46041000456596 0.6289108463841 0.5973572345679 0.6621311835048 0.00156736773852.61711684237399 0.4092427328868 0.3879905679012 0.4316589842031 0.00108130205552.74605340876036 0.0912976139592 0.0298905679012 0.2788590147296 0.12527818945023.12207878429507 -0.0193266923199 0.0161572345679 0.0231178816189 0.07724020213893.36756250404009 0.0399084350711 0.1824239012346 0.0087306716886 0.11051468872013.61868200543119 0.1127086078547 0.1070016790123 0.1187199154423 0.00034901732693.53380465646381 0.0226210321324 0.007588345679 0.0674338144809 0.03020805860853.3347191158196 -0.0141118265709 0.0542372345679 0.0036717146579 0.0868593572295
3.07279731980941 0.1153380705662 0.3282016790123 0.0405326095892 0.13897784165712.78864436708801 0.4237701619963 0.7619350123457 0.2356909018337 0.15104444406922.53029353491161 0.7534180596428 1.0259439012346 0.5532844163437 0.0730585950152.40778095064841 0.6695872573897 0.5973572345679 0.7505510426822 0.00850435306332.61711684237399 0.0807389337447 0.0151016790123 0.4316589842031 0.28396445968153.16302323207109 -0.0296763672715 0.071348345679 0.0123434785495 0.14211148355813.48349486714504 0.131298520788 0.393268345679 0.0438359754873 0.17347652569453.79263960516682 0.4807211702956 0.8595350123457 0.2688579758255 0.16594249127864.06317023039339 0.9840277715543 1.5552861234568 0.6225932582989 0.20869343839884.36021064904594 1.4630787989438 1.814708345679 1.1795832520502 0.06749050686914.45407140543098 1.388928682756 1.3855905679012 1.3922748396767 1.6576342183E-054.29474023243563 0.6400395031991 0.393268345679 1.0416565944256 0.15581985110333.27412444065813 224.94352609044 297.63219555556 223.89523015035 71.640923096766
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8713870949651 RMSE --> 0.4460970344641
512 0 510.000000 0512 400 510 400
164 0 185.709159 0164 400 185.7091588 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 494,638 cm
LLWL real = 164cm
LLWL skema1a = 185,597 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 494,638 cm
LLWL real = 164cm
LLWL skema1a = 185,597 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 494,638 cm
LLWL real = 164cm
LLWL skema1a = 185,597 cm
SKEMA 1A ; ROI 0,80 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 303.466754 23.3604691382 2.462 230 258.385050 12.341326118 2.33 240 244.599738 1.91655757816 2.44 250 253.241066 1.29642630184 2.55 274 261.797450 4.4534854337 2.746 300 282.001473 5.99950903335 37 340 303.466754 10.7450723295 3.48 360 336.280357 6.58878982705 3.69 364 352.971266 3.02987198013 3.64
10 346 356.354326 2.99257967668 3.4611 300 341.253258 13.7510861413 312 260 303.466754 16.7179823384 2.613 242 270.270429 11.6819953261 2.4214 230 254.959126 10.8517940088 2.315 238 244.599738 2.77299923848 2.3816 270 251.519600 6.8445926063 2.717 345 278.664403 19.2277093759 3.4518 400 340.422656 14.8943360093 419 444 387.682100 12.6842117786 4.4420 466 428.310350 8.08790771735 4.6621 452 449.474244 0.55879558376 4.5222 420 435.949650 3.79753565278 4.223 370 405.838669 9.6861267973 3.724 320 361.462183 12.9569321535 3.225 290 319.840303 10.2897596048 2.926 250 295.249570 18.0998280621 2.527 230 261.797450 13.8249782225 2.328 212 244.599738 15.3772349941 2.1229 236 228.835140 3.03595748604 2.3630 256 249.794729 2.42393402061 2.5631 340 266.891034 21.502637163 3.432 410 336.280357 17.9804008237 4.133 408 396.692497 2.77144685905 4.0834 376 394.879455 5.02113177201 3.7635 330 366.612640 11.0947393414 3.336 280 328.040326 17.1572592697 2.837 250 286.987047 14.7948186761 2.538 214 261.797450 22.3352569681 2.1439 198 230.599715 16.464502705 1.9840 230 216.397472 5.91414255543 2.341 280 244.599738 12.6429506473 2.842 390 286.987047 26.4135777717 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 378.809058 13.907032161 4.444 460 424.517102 7.71367356217 4.645 448 443.655030 0.96985933237 4.4846 420 432.121412 2.88605054703 4.247 364 405.838669 11.4941398764 3.6448 318 356.354326 12.0611087048 3.1849 280 318.203018 13.6439348387 2.850 240 286.987047 19.577936121 2.451 217 253.241066 16.7009519606 2.1752 200 233.240626 16.6203130358 253 230 218.183182 5.13774681091 2.354 250 244.599738 2.16010472496 2.555 290 261.797450 9.72501727185 2.956 360 295.249570 17.9862305124 3.657 380 352.971266 7.11282473886 3.858 388 370.071206 4.62082326374 3.8859 354 377.050814 6.51152937192 3.5460 300 347.927358 15.9757860976 361 250 303.466754 21.3867016319 2.562 180 261.797450 45.4430277287 1.863 182 200.202953 10.0016226456 1.8264 227 202.012743 11.0076019855 2.2765 290 241.990847 16.5548802886 2.966 335 295.249570 11.8657999537 3.3567 438 332.153869 24.1657833215 4.3868 452 422.627352 6.49837347425 4.5269 442 435.949650 1.36885752451 4.4270 424 426.411460 0.56874053933 4.2471 396 409.534190 3.41772474762 3.9672 364 384.116432 5.52649233928 3.6473 300 356.354326 18.7847752271 374 258 303.466754 17.6227728992 2.5875 210 268.582339 27.8963519179 2.176 196 227.067431 15.8507301172 1.9677 220 214.608907 2.4504970063 2.278 246 235.874298 4.11613889425 2.4679 350 258.385050 26.1756999796 3.580 450 344.583527 23.4258829193 4.581 464 434.033425 6.45831365215 4.6482 464 447.530846 3.54938665114 4.6483 400 447.530846 11.8827114847 484 270 387.682100 43.5859628529 2.785 224 278.664403 24.4037511844 2.2486 202 239.374432 18.5021938149 2.0287 186 219.965994 18.2612872195 1.8688 178 205.624801 15.5195510602 1.7889 200 198.390717 0.80464140361 290 250 218.183182 12.726727066 2.5
91 320 261.797450 18.1882969026 3.292 368 319.840303 13.0868742244 3.6893 396 359.754970 9.15278524213 3.9694 440 384.116432 12.700810883 4.495 450 424.517102 5.662866308 4.596 400 434.033425 8.50835616351 497 315 387.682100 23.0736824454 3.1598 270 315.747908 16.9436695633 2.799 235 278.664403 18.5805968736 2.35
100 208 248.931017 19.6783737602 2.08101 222 225.296624 1.48496556488 2.22102 250 237.626009 4.94959639935 2.5103 336 261.797450 22.0840922882 3.36104 460 332.978038 27.613469996 4.6105 478 443.655030 7.18514012741 4.78106 490 461.206305 5.87626436539 4.9107 470 473.048752 0.64867055868 4.7108 420 453.371606 7.94562051379 4.2109 330 405.838669 22.9814148939 3.3110 265 328.040326 23.7888022472 2.65111 206 274.476892 33.2412098555 2.06112 184 223.522755 21.4797584071 1.84113 174 203.820042 17.1379549005 1.74114 200 194.759094 2.62045306264 2115 345 218.183182 36.7584978739 3.45116 410 340.422656 16.9700839115 4.1117 450 396.692497 11.8461118189 4.5118 474 434.033425 8.43176695062 4.74119 480 457.282509 4.7328105797 4.8120 425 463.172837 8.98184410633 4.25121 370 410.461303 10.9354873793 3.7122 300 361.462183 20.4873942971 3123 240 303.466754 26.4444808666 2.4124 204 253.241066 24.1377773307 2.04125 190 221.745866 16.7083503493 1.9126 230 209.226519 9.03194841692 2.3127 350 244.599738 30.1143605178 3.5128 466 344.583527 26.0550371538 4.66129 494 449.474244 9.01331093899 4.94130 510 477.017902 6.46707806893 5.1131 508 492.987808 2.95515596863 5.08132 480 490.984095 2.28835319229 4.8133 407 463.172837 13.8016799636 4.07134 330 393.974983 19.3863584445 3.3135 270 328.040326 21.4964170204 2.7136 210 278.664403 32.6973345967 2.1137 180 227.067431 26.1485727942 1.8138 170 200.202953 17.7664430676 1.7
139 210 191.118245 8.99131212296 2.1140 335 227.067431 32.2186773046 3.35141 420 332.153869 20.9157454638 4.2142 444 405.838669 8.59489433559 4.44143 458 428.310350 6.48245632377 4.58144 466 441.722779 5.20970410926 4.66145 420 449.474244 7.01767713366 4.2146 340 405.838669 19.3643144559 3.4147 270 336.280357 24.5482802306 2.7148 215 278.664403 29.6113500712 2.15149 180 231.480817 28.6004536996 1.8150 183 200.202953 9.40052088247 1.83151 230 202.916707 11.7753448067 2.3152 370 244.599738 33.891962652 3.7153 470 361.462183 23.0931525763 4.7154 496 453.371606 8.59443424235 4.96155 512 479.006213 6.44409906594 5.12156 500 494.993469 1.00130614092 5157 450 482.989960 7.33110217429 4.5158 380 434.033425 14.2193222774 3.8159 290 370.071206 27.6107605989 2.9160 220 295.249570 34.2043500705 2.2161 174 235.874298 35.5599415633 1.74162 164 194.759094 18.7555450456 1.64163 194 185.640476 4.30903280034 1.94164 225 212.817529 5.41443134604 2.25165 266 240.247402 9.68142783345 2.66166 350 275.315880 21.338320083 3.5167 426 344.583527 19.1118481542 4.26168 460 411.389696 10.5674574019 4.6169 456 443.655030 2.70723022128 4.56170 390 439.794410 12.7677973284 3.9171 248 378.809058 52.7455881014 2.48172 208 260.092933 25.0446793144 2.08173 194 225.296624 16.1322801825 1.94174 184 212.817529 15.6617007997 1.84175 234 203.820042 12.8974181509 2.34176 288 248.066456 13.8658137926 2.88177 380 293.601216 22.7365221096 3.8178 445 370.071206 16.8379312951 4.45179 474 429.261470 9.43850839488 4.74180 510 510.000000 0 5.1181 500 492.987808 1.40243846412 5182 470 482.989960 2.76382123071 4.7183 404 453.371606 12.2206945935 4.04184 312 391.269786 25.4069828437 3.12185 240 313.293226 30.5388441918 2.4186 190 253.241066 33.2847714498 1.9
187 180 209.226519 16.2369548006 1.8188 236 200.202953 15.1682401632 2.36189 276 249.794729 9.49466343941 2.76190 344 283.665912 17.5389790482 3.44191 408 339.592797 16.7664713656 4.08192 452 394.879455 12.6372886144 4.52193 442 435.949650 1.36885752451 4.42194 415 426.411460 2.7497493703 4.15195 368 401.248840 9.03501088754 3.68196 320 359.754970 12.4234282629 3.2197 246 319.840303 30.016383274 2.46198 230 258.385050 12.341326118 2.3199 242 244.599738 1.07427197834 2.42200 280 254.959126 8.94316920702 2.8201 350 286.987047 18.0037009456 3.5202 405 344.583527 14.9176476881 4.05203 465 392.170146 15.6623341143 4.65204 500 448.502096 10.2995807827 5205 510 482.989960 5.2960863168 5.1206 460 492.987808 7.171262539 4.6207 405 443.655030 9.544451899 4.05208 290 392.170146 35.2310849547 2.9209 240 295.249570 23.0206542313 2.4210 207 253.241066 22.3386791085 2.07211 192 224.410070 16.8802446285 1.92212 210 211.023385 0.48732627312 2.1213 300 227.067431 24.3108563235 3214 370 303.466754 17.9819583568 3.7215 410 361.462183 11.8384919777 4.1216 424 396.692497 6.44044886437 4.24217 418 409.534190 2.02531339699 4.18218 400 403.998759 0.99968978931 4219 320 387.682100 21.1506561571 3.2220 244 319.840303 31.0820913336 2.44221 228 256.673785 12.5762215325 2.28222 190 242.861317 27.8217456519 1.9223 200 209.226519 4.61325932055 2224 250 218.183182 12.726727066 2.5225 336 261.797450 22.0840922882 3.36226 410 332.978038 18.7858443858 4.1227 456 396.692497 13.0060314002 4.56228 488 439.794410 9.87819475804 4.88229 510 471.068055 7.63371476721 5.1230 480 492.987808 2.70579326654 4.8231 428 463.172837 8.21795267568 4.28232 330 413.250290 25.2273605563 3.3233 280 328.040326 17.1572592697 2.8234 254 286.987047 12.987026256 2.54
235 234 265.196473 13.3318259472 2.34236 222 248.066456 11.7416469717 2.22237 246 237.626009 3.40406138146 2.46238 290 258.385050 10.901706872 2.9239 355 295.249570 16.8311069985 3.55240 390 348.765585 10.572927033 3.9241 396 378.809058 4.34114684557 3.96242 380 384.116432 1.0832716092 3.8243 345 370.071206 7.26701615556 3.45244 290 340.422656 17.3871227458 2.9245 250 295.249570 18.0998280621 2.5246 214 261.797450 22.3352569681 2.14247 202 230.599715 14.1582749287 2.02248 216 219.965994 1.83610843899 2.16249 260 232.361122 10.6303378542 2.6250 330 270.270429 18.0998700942 3.3251 380 328.040326 13.6735984329 3.8252 435 370.071206 14.9261596008 4.35253 474 419.801532 11.4342759416 4.74254 486 457.282509 5.90894872069 4.86255 474 469.090040 1.0358565171 4.74256 435 457.282509 5.12241591205 4.35257 350 419.801532 19.9432948676 3.5258 306 344.583527 12.6089957069 3.06259 273 308.382710 12.9606997911 2.73260 254 281.168245 10.6961595199 2.54261 240 265.196473 10.4985302985 2.4262 250 253.241066 1.29642630184 2.5263 290 261.797450 9.72501727185 2.9264 336 295.249570 12.1281041205 3.36265 366 332.978038 9.02239398407 3.66266 374 358.052389 4.26406706865 3.74267 362 364.890921 0.79859701372 3.62268 338 354.660660 4.92918936793 3.38269 300 334.628023 11.5426742522 3270 274 303.466754 10.7542898102 2.74271 250 282.001473 12.80058916 2.5272 240 261.797450 9.08227079652 2.4273 250 253.241066 1.29642630184 2.5274 270 261.797450 3.0379815142 2.7275 310 278.664403 10.1082572087 3.1276 348 311.656706 10.4434752061 3.48277 384 342.916779 10.6987554971 3.84278 420 373.550434 11.0594205202 4.2279 450 405.838669 9.81362907778 4.5280 430 434.033425 0.9380057335 4.3281 395 415.115911 5.09263565452 3.95282 360 383.228451 6.45234748025 3.6
283 326 352.971266 8.27339447617 3.26284 296 324.756840 9.71514866772 2.96285 278 300.184232 7.97993951596 2.78286 274 285.327738 4.13421101881 2.74287 278 282.001473 1.43937874098 2.78288 294 285.327738 2.94974891445 2.94289 314 298.540940 4.92326737785 3.14290 328 314.929664 3.98485868157 3.28291 334 326.397877 2.27608473794 3.34292 334 331.330218 0.79933590311 3.34293 316 331.330218 4.85133483659 3.16294 305 316.566200 3.79219658202 3.05295 290 307.563886 6.05651226244 2.9296 280 295.249570 5.44627505543 2.8297 272 286.987047 5.50994363614 2.72298 268 280.334331 4.60236232791 2.68299 268 276.991610 3.35507823315 2.68300 286 286.000000 0 2.86301 316 291.950908 7.61047220534 3.16302 360 316.566200 12.0649445625 3.6303 396 352.971266 10.8658419211 3.96304 418 384.116432 8.10611671891 4.18305 422 403.998759 4.26569688217 4.22306 412 407.683830 1.04761416399 4.12307 382 398.510979 4.32224586732 3.82308 356 371.808204 4.44050666894 3.56309 328 349.604756 6.58681599571 3.28310 294 326.397877 11.019686046 2.94311 276 298.540940 8.16700740346 2.76312 264 283.665912 7.449209119 2.64313 258 273.637146 6.0609093306 2.58314 266 268.582339 0.97080414568 2.66315 295 275.315880 6.67258314932 2.95316 320 299.362771 6.44913412334 3.2317 338 319.840303 5.3726914633 3.38318 348 334.628023 3.84252219641 3.48319 344 342.916779 0.31488985723 3.44320 330 339.592797 2.90690812982 3.3321 312 328.040326 5.14113011381 3.12322 286 313.293226 9.5430860351 2.86323 262 291.950908 11.4316442104 2.62324 248 271.955348 9.65941436152 2.48325 238 260.092933 9.28274494704 2.38326 248 251.519600 1.41919353347 2.48327 280 260.092933 7.10966679501 2.8328 330 286.987047 13.0342282757 3.3329 380 328.040326 13.6735984329 3.8330 402 370.071206 7.94248613516 4.02
331 420 389.473191 7.26828790376 4.2332 428 405.838669 5.17788103972 4.28333 414 413.250290 0.18108941168 4.14334 392 400.334874 2.12624328574 3.92335 368 380.572724 3.41650110632 3.68336 325 359.754970 10.6938370588 3.25337 274 323.936792 18.225106479 2.74338 250 282.001473 12.80058916 2.5339 232 261.797450 12.8437284102 2.32340 250 246.334789 1.46608431075 2.5341 265 261.797450 1.2085094673 2.65342 310 274.476892 11.4590669993 3.1343 340 311.656706 8.33626285805 3.4344 370 336.280357 9.11341712902 3.7345 360 361.462183 0.40616191425 3.6346 336 352.971266 5.05097202153 3.36347 304 332.978038 9.53224934812 3.04348 270 306.744888 13.6092176957 2.7349 240 278.664403 16.1101677721 2.4350 226 253.241066 12.053568918 2.26351 250 241.119541 3.55218343843 2.5352 315 261.797450 16.8896984407 3.15353 354 315.747908 10.8056757568 3.54354 390 347.927358 10.787856848 3.9355 420 378.809058 9.80736702582 4.2356 452 405.838669 10.2126838164 4.52357 462 435.949650 5.63860395202 4.62358 445 445.591080 0.1328270358 4.45359 390 429.261470 10.0670436431 3.9
327.288888888889 327.335246320005 11.8762295629 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0745948499577 0.074468345679 0.0747215691375 0
3.03466754079859 0.1940243213655 0.660788345679 0.0569704921818 0.33024278244752.58385050071317 0.6708087981706 0.9465127901235 0.4754129562733 0.08057110675512.4459973818759 0.7221890576536 0.7619350123457 0.6845164305929 0.0021157591394
2.53241065754604 0.5726656889033 0.5973572345679 0.5489947593658 0.00105045072262.61797449911649 0.3492436350827 0.2839705679012 0.4295202758063 0.01489022286592.82001472899938 0.1237108305774 0.074468345679 0.2055151012502 0.03239469777723.03466754079859 -0.0303395056919 0.0161572345679 0.0569704921818 0.13346780574613.36280356622626 0.029260449701 0.1070016790123 0.0080014998326 0.0562621481953.52971265992329 0.0941126766637 0.1347705679012 0.065720550464 0.0121632973812
3.563543256813 0.0542979218271 0.0350105679012 0.0842106966977 0.01072120603143.41253258423769 -0.0379807085854 0.074468345679 0.0193711060921 0.17018313305783.03466754079859 0.1606084322292 0.4527794567901 0.0569704921818 0.18893587102392.70270428689175 0.4866994890381 0.7274194567901 0.325639341124 0.0799217138272.54959126220337 0.7041392306585 0.9465127901235 0.5238302760682 0.06229579816832.4459973818759 0.7387361592801 0.7972505679012 0.6845164305929 0.0043556544145
2.51519599962996 0.4343394140186 0.3282016790123 0.5748012232531 0.03415251855282.78664402652973 -0.0862014720058 0.031368345679 0.2368851023261 0.44004114753873.40422655962925 0.0951600096703 0.5286905679012 0.0171280291162 0.35494599225123.87682099702863 0.7043148310373 1.362148345679 0.3641742713212 0.31717058938784.28310350037143 1.4006368831164 1.9240772345679 1.0195971570687 0.14205097143234.49474243961389 1.5232090105854 1.5552861234568 1.4917934744842 0.00063794435674.35949649741675 1.0069762023894 0.8595350123457 1.1797088630645 0.02543913268824.05838669149995 0.3352968415094 0.1824239012346 0.6162787396024 0.12844102064433.61462182891317 -0.0248747448786 0.0053127901235 0.1164647799742 0.17191126101133.19840302854051 0.027947811413 0.1390461234568 0.0056174177558 0.0890443674421
2.952495701552 0.2479866260026 0.5973572345679 0.1029490614953 0.2047523599232.61797449911649 0.6376099392795 0.9465127901235 0.4295202758063 0.10110778208842.4459973818759 0.9538484804244 1.3291527901235 0.6845164305929 0.1062742929899
2.28835140332957 0.8991965230995 0.8333661234568 0.970227087946 0.00513352140482.49794728907236 0.5527777330226 0.5082105679012 0.601253184064 0.00385053893352.66891033645884 -0.0768313103324 0.0161572345679 0.3653502845794 0.53449209613673.36280356622626 0.0739860012141 0.6841127901235 0.0080014998326 0.54345858196873.96692496815065 0.5597900751068 0.651428345679 0.4810428196235 0.01278596282773.94879455462775 0.3290153476466 0.2372772345679 0.4562220188722 0.03564338385713.66612639826474 0.0106485377951 0.0007350123457 0.1542713640662 0.13404853950633.28040325955096 -0.0033342432522 0.2236239012346 4.9713729182E-05 0.23078729178722.86987046690293 0.3118467518048 0.5973572345679 0.1627977213359 0.1368041622872.61797449911649 0.7424704135329 1.2834372345679 0.4295202758063 0.22845962180572.30599715355995 1.2506829314414 1.6715616790123 0.9357762950889 0.10627414412922.16397472122515 1.079301278748 0.9465127901235 1.2307189743893 0.01850287646582.4459973818759 0.391247025124 0.2236239012346 0.6845164305929 0.1253178536387
2.86987046690293 -0.2530280430112 0.393268345679 0.1627977213359 1.0611668549588
3.78809058491555 0.580167056298 1.2703794567901 0.2649553339472 0.3744331322694.24517101614 1.2897111995905 1.7612239012346 0.9444312998383 0.1259036077871
4.43655030190969 1.4041090355268 1.4571172345679 1.3530292119788 0.00188787626414.3212141229751 0.9714841876848 0.8595350123457 1.0980140580265 0.0146928636086
4.05838669149995 0.2881947878114 0.1347705679012 0.6162787396024 0.17504742362433.563543256813 -0.0269555003845 0.008628345679 0.0842106966977 0.1471054298467
3.18203017548339 0.0431852951691 0.2236239012346 0.0083397602338 0.14594705497992.86987046690293 0.3521949514345 0.7619350123457 0.1627977213359 0.22077825566762.53241065754604 0.8171764847691 1.2163639012346 0.5489947593658 0.1313414847032.33240626071509 1.1977199661853 1.6202461234568 0.8853797559709 0.11049392216262.18183182334901 1.061928302504 0.9465127901235 1.1914173072208 0.0139637179732.4459973818759 0.6394535495212 0.5973572345679 0.6845164305929 0.0029162827643
2.61797449911649 0.2443831608294 0.1390461234568 0.4295202758063 0.07953838314862.952495701552 -0.1049558118102 0.1070016790123 0.1029490614953 0.4192618165086
3.52971265992329 0.1351303081395 0.2778461234568 0.065720550464 0.07305524620573.70071205736672 0.2594547580585 0.3685839012346 0.1826362227263 0.03214416637373.77050813976585 0.1327958051627 0.071348345679 0.2471637667416 0.05313400249833.47927358292762 -0.0561935855612 0.074468345679 0.0424035075499 0.22970316729233.03466754079859 0.1844769244694 0.5973572345679 0.0569704921818 0.28586937918362.61797449911649 0.9652989213213 2.1694016790123 0.4295202758063 0.66908228120492.00202953214924 1.8470909607134 2.1108861234568 1.6162619950156 0.03313475057452.02012743492813 1.2568454561314 1.0057861234568 1.5705729714872 0.06243629877562.41990847162959 0.3182397817456 0.1390461234568 0.7283666467477 0.230487875613
2.952495701552 -0.0247416213982 0.0059461234568 0.1029490614953 0.15800966728463.32153869051998 0.0533475076684 1.2256950123457 0.0023219125033 1.12034034366624.22627351896384 1.1883984366548 1.5552861234568 0.908058538518 0.08627524566194.35949649741675 1.245927889917 1.3158639012346 1.1797088630645 0.00366067382484.26411459886753 0.9581770698722 0.9353039012346 0.9816096094724 0.00058151387854.09534190000577 0.5647980752452 0.4721216790123 0.6756666342202 0.01831742989723.84116432114975 0.208450042074 0.1347705679012 0.3224103060283 0.0404670841036
3.563543256813 -0.0791898432348 0.074468345679 0.0842106966977 0.31758100229943.03466754079859 0.1653821306773 0.4800950123457 0.0569704921818 0.20672257265582.68582339027502 0.689106321533 1.375668345679 0.3451904115321 0.34318904459332.27067431029635 1.3164050060789 1.7236772345679 1.0053634783104 0.09651852707812.14608906586134 1.2094283738558 1.1510905679012 1.2707227669796 0.00290638881972.35874298320137 0.7434758839634 0.660788345679 0.8365105009035 0.0102529834512.58385050071317 -0.1565935568137 0.0515794567901 0.4754129562733 0.83932990504353.44583526863178 0.2116555670209 1.5058016790123 0.0297503181696 1.11126328086064.34033424654041 1.4586826513578 1.8689927901235 1.1384501259802 0.08979956379654.47530845938714 1.643207397454 1.8689927901235 1.4446982167701 0.02712330354944.47530845938714 0.8739555598943 0.5286905679012 1.4446982167701 0.2259181315653.87682099702863 -0.3457204178245 0.3282016790123 0.3641742713212 1.38490765904752.78664402652973 0.5027157363653 1.0668594567901 0.2368851023261 0.29881969174062.39374431506194 1.1020512753784 1.5697305679012 0.773710494271 0.13968481304112.19965994228225 1.5170082328879 1.9962550123457 1.1528156294748 0.11536887639122.05624800887243 1.8170017164829 2.2287172345679 1.4813432527441 0.0763129624061.98390717192789 1.6413205840904 1.6202461234568 1.6626691591839 0.00025897911542.18183182334901 0.8436241745338 0.5973572345679 1.1914173072208 0.1012309886334
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2.86 0.1706686392502 0.1704772345679 0.1708602588335 02.91950907831139 0.0399449865608 0.0127439012346 0.1252051410295 0.05783588341463.16566199575167 -0.0352267484631 0.1070016790123 0.0115972367793 0.18864950193443.52971265992329 0.1761479396152 0.4721216790123 0.065720550464 0.18514719503033.84116432114975 0.5150684453668 0.8228505679012 0.3224103060283 0.11480961726194.03998759157227 0.7260886482494 0.8970194567901 0.5877294200543 0.0324044671884.07683829644362 0.680641776961 0.7175972345679 0.6455894842231 0.00186293265393.98510979213173 0.3894103430733 0.2993305679012 0.506598495288 0.02726124345783.71808203741423 0.1276868021966 0.0824327901235 0.1977843941807 0.0249899305533.49604756465916 0.0015836096104 5.0567901235E-05 0.0495931082139 0.04667655019523.26397876975291 0.0031203983964 0.1108150123457 8.7866128841E-05 0.10496224325062.98540940433563 0.1476827955242 0.2630550123457 0.0829112051482 0.05080939956292.83665912074156 0.2763783642937 0.400548345679 0.1907010753476 0.03867480977082.73637146072946 0.3720681701563 0.4800950123457 0.2883485970143 0.02445203373072.68582339027502 0.3600900406949 0.3756327901235 0.3451904115321 0.0006668474853
2.753158797095 0.1679647548557 0.1042572345679 0.2706014502558 0.03874645916112.99362770805303 0.0203888265974 0.0053127901235 0.0782459386421 0.04258952288343.19840302854051 -0.0080279172235 0.0114727901235 0.0056174177558 0.03297746004333.34628022756505 0.0151041503085 0.0428950123457 0.0053184588153 0.01788097754013.42916778891126 0.0260384722077 0.0279261234568 0.0242784157265 0.00011733679713.39592796828391 0.0033231581378 0.0007350123457 0.0150247544466 0.00920217509913.28040325955096 -0.0010779884199 0.0233750123457 4.9713729182E-05 0.02572920567463.13293226060379 0.0579779414275 0.1704772345679 0.0197178332972 0.07449201887832.91950907831139 0.2310204144006 0.4262639012346 0.1252051410295 0.08970568799092.71955347616558 0.4391010634976 0.6286727901235 0.3066933180404 0.0573858679432.60092932973963 0.6003991444987 0.7972505679012 0.4521528704127 0.04880976873922.51519599962996 0.601133836004 0.6286727901235 0.5748012232531 0.001238758392.60092932973963 0.3179814284453 0.2236239012346 0.4521528704127 0.03962913175792.86987046690293 -0.0109388452329 0.0007350123457 0.1627977213359 0.18501141524233.28040325955096 0.0037165530987 0.2778461234568 4.9713729182E-05 0.26998077268533.70071205736672 0.3192851012419 0.5581750123457 0.1826362227263 0.101944790311
3.89473190804211 0.5760877875291 0.8595350123457 0.3861124144722 0.09318860796764.05838669149995 0.7906166939234 1.0142727901235 0.6162787396024 0.04911245850434.13250289835664 0.7449788884402 0.7518816790123 0.7381394702298 5.6206533051E-054.00334873680112 0.472388699717 0.4187527901235 0.5328945594715 0.00694701192633.80572724071272 0.2167356872007 0.1657394567901 0.2834229037317 0.01580733905723.59754970441148 -0.0074205146322 0.0005239012346 0.1051038512091 0.12079079703653.23936791752457 0.0181099867844 0.2839705679012 0.0011549493448 0.24936831705282.82001472899938 0.3503796976778 0.5973572345679 0.2055151012502 0.10240942677652.61797449911649 0.6245023799978 0.9079972345679 0.4295202758063 0.08878880212372.46334789223119 0.626043532851 0.5973572345679 0.6561074049904 0.00134337700392.61797449911649 0.4082276518503 0.3879905679012 0.4295202758063 0.00102563270682.74476892302242 0.0913862209463 0.0298905679012 0.2794005589467 0.12618911805073.11656706282625 -0.0199291664475 0.0161572345679 0.0245816617704 0.08033422987493.36280356622626 0.0382055600036 0.1824239012346 0.0080014998326 0.11370143494973.61462182891317 0.1116330014066 0.1070016790123 0.1164647799742 0.00021379788083.52971265992329 0.0223318215812 0.007588345679 0.065720550464 0.02880238693823.32978038018286 -0.0131414348884 0.0542372345679 0.003184109815 0.08397266873893.06744887778346 0.1179598762675 0.3282016790123 0.0423962864874 0.13501867778432.78664402652973 0.424842386498 0.7619350123457 0.2368851023261 0.14949360325112.53241065754604 0.7504917222602 1.0259439012346 0.5489947593658 0.07420756634472.41119541403927 0.6663516037736 0.5973572345679 0.7433147774176 0.00788625448772.61797449911649 0.0805386698085 0.0151016790123 0.4295202758063 0.28305113359033.15747907820902 -0.0309510686132 0.071348345679 0.0134266413493 0.14632225560783.47927358292762 0.1291354221936 0.393268345679 0.0424035075499 0.17701071802263.78809058491555 0.4772194319549 0.8595350123457 0.2649553339472 0.16966936623524.05838669149995 0.9790249087153 1.5552861234568 0.6162787396024 0.21308684658444.35949649741675 1.4631566967604 1.814708345679 1.1797088630645 0.06786207485814.45591080309299 1.3920025614251 1.3855905679012 1.3984442272504 3.4937593204E-054.29261470208247 0.6391906751392 0.393268345679 1.0388955116116 0.15414630429133.27335246320005 225.03624781223 297.63219555556 224.06308809583 71.622865391338
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8714196830774 RMSE --> 0.4460408096406
512 0 510.000000 0512 400 510 400
164 0 185.640476 0164 400 185.6404764 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 494,919 cm
LLWL real = 164cm
LLWL skema1a = 185,910 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 494,919 cm
LLWL real = 164cm
LLWL skema1a = 185,910 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 494,919 cm
LLWL real = 164cm
LLWL skema1a = 185,910 cm
SKEMA 1A ; ROI 0,90 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 303.775555 23.485997869 2.462 230 258.514554 12.3976323645 2.33 240 244.652347 1.93847793521 2.44 250 253.341818 1.33672732033 2.55 274 261.945907 4.39930386739 2.746 300 282.252793 5.91573566936 37 340 303.775555 10.6542486006 3.48 360 336.442961 6.54362191083 3.69 364 352.938138 3.03897301354 3.64
10 346 356.275445 2.96978183544 3.4611 300 341.364353 13.7881176452 312 260 303.775555 16.8367518299 2.613 242 270.464738 11.762288501 2.4214 230 255.069491 10.8997786927 2.315 238 244.652347 2.79510380021 2.3816 270 251.610725 6.81084272138 2.717 345 278.900640 19.1592348345 3.4518 400 340.542822 14.864294459 419 444 387.209321 12.7906935567 4.4420 466 427.873658 8.18161835732 4.6621 452 449.442706 0.5657729199 4.5222 420 435.627219 3.72076646228 4.223 370 405.272192 9.53302486479 3.724 320 361.312626 12.9101955315 3.225 290 320.118967 10.3858507336 2.926 250 295.546468 18.2185870207 2.527 230 261.945907 13.889524958 2.328 212 244.652347 15.4020504927 2.1229 236 228.802285 3.04987942331 2.3630 256 249.876218 2.3921021905 2.5631 340 267.067342 21.4507816992 3.432 410 336.442961 17.94074119 4.133 408 396.154173 2.90338906241 4.0834 376 394.351535 4.88072752425 3.7635 330 366.391604 11.0277586562 3.336 280 328.272057 17.2400203761 2.837 250 287.258567 14.9034267042 2.538 214 261.945907 22.4046296277 2.1439 198 230.576240 16.4526465046 1.9840 230 216.299655 5.95667158811 2.341 280 244.652347 12.6241617698 2.842 390 287.258567 26.3439572409 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 378.429752 13.9932382072 4.444 460 424.037166 7.8180074555 4.645 448 443.484591 1.00790380374 4.4846 420 431.737175 2.79456559193 4.247 364 405.272192 11.3385142856 3.6448 318 356.275445 12.0363035065 3.1849 280 318.488401 13.7458576716 2.850 240 287.258567 19.6910694836 2.451 217 253.341818 16.7473817054 2.1752 200 233.231277 16.6156387449 253 230 218.094587 5.1762667273 2.354 250 244.652347 2.1390611822 2.555 290 261.945907 9.67382503333 2.956 360 295.546468 17.9037590134 3.657 380 352.938138 7.12154257087 3.858 388 369.803067 4.68993127491 3.8859 354 376.692658 6.41035548022 3.5460 300 347.959587 15.9865288851 361 250 303.775555 21.5102219031 2.562 180 261.945907 45.525504113 1.863 182 200.022222 9.90231998554 1.8264 227 201.841267 11.0831423888 2.2765 290 242.029064 16.5417021431 2.966 335 295.546468 11.7771738652 3.3567 438 332.353755 24.1201471682 4.3868 452 422.129190 6.60858627205 4.5269 442 435.627219 1.44180562408 4.4270 424 425.952006 0.4603786754 4.2471 396 408.968794 3.27494790461 3.9672 364 383.678254 5.40611369358 3.6473 300 356.275445 18.7584817169 374 258 303.775555 17.7424630844 2.5875 210 268.767716 27.984626722 2.176 196 227.025224 15.8291956993 1.9677 220 214.501881 2.49914517521 2.278 246 235.879144 4.11416894564 2.4679 350 258.514554 26.1386987319 3.580 450 344.656522 23.4096617457 4.581 464 433.678915 6.5347165699 4.6482 464 447.450641 3.56667213151 4.6483 400 447.450641 11.8626603275 484 270 387.209321 43.4108594846 2.785 224 278.900640 24.5092142058 2.2486 202 239.398306 18.5140130337 2.0287 186 219.886634 18.2186206848 1.8688 178 205.471776 15.4335821618 1.7889 200 198.200708 0.89964612364 290 250 218.094587 12.7621653891 2.5
91 320 261.945907 18.1419039365 3.292 368 320.118967 13.0111502371 3.6893 396 359.629157 9.1845564138 3.9694 440 383.678254 12.8003968535 4.495 450 424.037166 5.76951873229 4.596 400 433.678915 8.41972877891 497 315 387.209321 22.9235938439 3.1598 270 316.041746 17.0524983634 2.799 235 278.900640 18.6811233281 2.35
100 208 249.007689 19.7152350395 2.08101 222 225.245092 1.46175307587 2.22102 250 237.640355 4.94385789186 2.5103 336 261.945907 22.0399085109 3.36104 460 333.170896 27.571544345 4.6105 478 443.484591 7.22079687046 4.78106 490 461.515805 5.8131010637 4.9107 470 473.780562 0.80437482311 4.7108 420 453.444461 7.96296682236 4.2109 330 405.272192 22.8097551514 3.3110 265 328.272057 23.8762479445 2.65111 206 274.692812 33.3460250954 2.06112 184 223.461925 21.4466984261 1.84113 174 203.657799 17.0447119431 1.74114 200 194.550437 2.72478173441 2115 345 218.094587 36.7841778182 3.45116 410 340.542822 16.940775082 4.1117 450 396.154173 11.9657394166 4.5118 474 433.678915 8.50655799248 4.74119 480 457.469085 4.69394063045 4.8120 425 463.547203 9.06993023267 4.25121 370 409.897371 10.7830732145 3.7122 300 361.312626 20.4375419002 3123 240 303.775555 26.5731478157 2.4124 204 253.341818 24.1871658337 2.04125 190 221.675760 16.671452696 1.9126 230 209.091900 9.09047845155 2.3127 350 244.652347 30.0993294159 3.5128 466 344.656522 26.0393729304 4.66129 494 449.442706 9.01969506031 4.94130 510 477.907649 6.29261781278 5.1131 508 494.588683 2.64002311338 5.08132 480 492.489482 2.60197534164 4.8133 407 463.547203 13.8936617909 4.07134 330 393.452805 19.2281227307 3.3135 270 328.272057 21.582243353 2.7136 210 278.900640 32.8098284862 2.1137 180 227.025224 26.1251242059 1.8138 170 200.022222 17.660130808 1.7
139 210 190.890790 9.09962394124 2.1140 335 227.025224 32.2312765461 3.35141 420 332.353755 20.8681534754 4.2142 444 405.272192 8.72247927934 4.44143 458 427.873658 6.57780383081 4.58144 466 441.510782 5.25519708103 4.66145 420 449.442706 7.01016819097 4.2146 340 405.272192 19.1977035293 3.4147 270 336.442961 24.6085041189 2.7148 215 278.900640 29.7212278237 2.15149 180 231.462043 28.590023748 1.8150 183 200.022222 9.30176085993 1.83151 230 202.749849 11.8478915372 2.3152 370 244.652347 33.877744042 3.7153 470 361.312626 23.1249732552 4.7154 496 453.444461 8.57974583591 4.96155 512 479.978018 6.25429331824 5.12156 500 496.691614 0.66167711871 5157 450 484.131904 7.58486744828 4.5158 380 433.678915 14.1260302936 3.8159 290 369.803067 27.518298846 2.9160 220 295.546468 34.3393034326 2.2161 174 235.879144 35.5627266631 1.74162 164 194.550437 18.628314958 1.64163 194 185.384471 4.44099421415 1.94164 225 212.701303 5.46608775613 2.25165 266 240.276051 9.67065746335 2.66166 350 275.535977 21.2754351368 3.5167 426 344.656522 19.0947131116 4.26168 460 410.827718 10.689626496 4.6169 456 443.484591 2.74460724578 4.56170 390 439.543229 12.7033921355 3.9171 248 378.429752 52.5926418905 2.48172 208 260.231943 25.1115111661 2.08173 194 225.245092 16.1057174373 1.94174 184 212.701303 15.5985339939 1.84175 234 203.657799 12.9667526577 2.34176 288 248.138311 13.8408643878 2.88177 380 293.894000 22.6594737446 3.8178 445 369.803067 16.8981872689 4.45179 474 428.837022 9.52805432722 4.74180 510 510.000000 0 5.1181 500 494.588683 1.08226348319 5182 470 484.131904 3.0067879824 4.7183 404 453.444461 12.2387278846 4.04184 312 390.766884 25.245796067 3.12185 240 313.593610 30.6640042032 2.4186 190 253.341818 33.3377991057 1.9
187 180 209.091900 16.162166423 1.8188 236 200.022222 15.2448210281 2.36189 276 249.876218 9.46513826365 2.76190 344 283.924315 17.4638619069 3.44191 408 339.721845 16.7348419244 4.08192 452 394.351535 12.7540850683 4.52193 442 435.627219 1.44180562408 4.42194 415 425.952006 2.63903749005 4.15195 368 400.691221 8.88348399767 3.68196 320 359.629157 12.3841114379 3.2197 246 320.118967 30.1296614339 2.46198 230 258.514554 12.3976323645 2.3199 242 244.652347 1.09601117542 2.42200 280 255.069491 8.90375321674 2.8201 350 287.258567 17.9261237827 3.5202 405 344.656522 14.8996241619 4.05203 465 391.660487 15.7719383761 4.65204 500 448.445930 10.3108140209 5205 510 484.131904 5.07217578093 5.1206 460 494.588683 7.51927882262 4.6207 405 443.484591 9.50236813808 4.05208 290 391.660487 35.05534019 2.9209 240 295.546468 23.1443614799 2.4210 207 253.341818 22.3873518361 2.07211 192 224.353886 16.8509820651 1.92212 210 210.897962 0.42760087451 2.1213 300 227.025224 24.3249254765 3214 370 303.775555 17.8984987141 3.7215 410 361.312626 11.8749693413 4.1216 424 396.154173 6.56741211665 4.24217 418 408.968794 2.16057566932 4.18218 400 403.434509 0.85862716289 4219 320 387.209321 21.0029126901 3.2220 244 320.118967 31.196298003 2.44221 228 256.793737 12.6288321134 2.28222 190 242.904326 27.8443819584 1.9223 200 209.091900 4.54594978072 2224 250 218.094587 12.7621653891 2.5225 336 261.945907 22.0399085109 3.36226 410 333.170896 18.7388058505 4.1227 456 396.154173 13.1240849506 4.56228 488 439.543229 9.92966612122 4.88229 510 471.724046 7.50508906593 5.1230 480 494.588683 3.03930887167 4.8231 428 463.547203 8.3054213759 4.28232 330 412.693718 25.0587024635 3.3233 280 328.272057 17.2400203761 2.8234 254 287.258567 13.0939239215 2.54
235 234 265.363594 13.4032454364 2.34236 222 248.138311 11.7740137672 2.22237 246 237.640355 3.39822956489 2.46238 290 258.514554 10.8570501936 2.9239 355 295.546468 16.7474739291 3.55240 390 348.787245 10.5673730902 3.9241 396 378.429752 4.43693134129 3.96242 380 383.678254 0.96796153806 3.8243 345 369.803067 7.18929468213 3.45244 290 340.542822 17.4285593669 2.9245 250 295.546468 18.2185870207 2.5246 214 261.945907 22.4046296277 2.14247 202 230.576240 14.1466535045 2.02248 216 219.886634 1.79936781191 2.16249 260 232.347057 10.6357474806 2.6250 330 270.464738 18.0409884326 3.3251 380 328.272057 13.612616565 3.8252 435 369.803067 14.9878007693 4.35253 474 419.280197 11.5442622086 4.74254 486 457.469085 5.87055864736 4.86255 474 469.672350 0.91300623224 4.74256 435 457.469085 5.16530689054 4.35257 350 419.280197 19.7943420375 3.5258 306 344.656522 12.632850374 3.06259 273 308.690708 13.0735194885 2.73260 254 281.415904 10.7936631425 2.54261 240 265.363594 10.5681643005 2.4262 250 253.341818 1.33672732033 2.5263 290 261.945907 9.67382503333 2.9264 336 295.546468 12.0397418001 3.36265 366 333.170896 8.96970054292 3.66266 374 357.950157 4.29140186449 3.74267 362 364.693678 0.74411007805 3.62268 338 354.604835 4.91267316154 3.38269 300 334.806178 11.6020592165 3270 274 303.775555 10.8669907875 2.74271 250 282.252793 12.9011171968 2.5272 240 261.945907 9.14412808473 2.4273 250 253.341818 1.33672732033 2.5274 270 261.945907 2.98299725802 2.7275 310 278.900640 10.0320516706 3.1276 348 311.960423 10.3562002158 3.48277 384 343.009177 10.6746934127 3.84278 420 373.236370 11.1341975896 4.2279 450 405.272192 9.93951288895 4.5280 430 433.678915 0.8555616548 4.3281 395 414.566781 4.9536153879 3.95282 360 382.799547 6.33320740706 3.6
283 326 352.938138 8.26323258611 3.26284 296 325.010032 9.80068634338 2.96285 278 300.490119 8.08997096283 2.78286 274 285.592883 4.23097937476 2.74287 278 282.252793 1.52978165177 2.78288 294 285.592883 2.85956343985 2.94289 314 298.844419 4.82661826002 3.14290 328 315.225893 3.89454492547 3.28291 334 326.640787 2.20335716425 3.34292 334 331.536915 0.73745063894 3.34293 316 331.536915 4.91674521074 3.16294 305 316.857434 3.88768325717 3.05295 290 307.872473 6.16292163613 2.9296 280 295.546468 5.55230983989 2.8297 272 287.258567 5.60976719141 2.72298 268 280.578254 4.69337836574 2.68299 268 277.219897 3.44026007863 2.68300 286 286.000000 0 2.86301 316 292.239068 7.519282249 3.16302 360 316.857434 11.9840461293 3.6303 396 352.938138 10.8742075175 3.96304 418 383.678254 8.21094405631 4.18305 422 403.434509 4.3994055328 4.22306 412 407.116952 1.18520592844 4.12307 382 397.963751 4.17899238569 3.82308 356 371.516915 4.35868385164 3.56309 328 349.615710 6.59015557755 3.28310 294 326.640787 11.1023085277 2.94311 276 298.844419 8.27696328389 2.76312 264 283.924315 7.54708903041 2.64313 258 273.848836 6.14295968593 2.58314 266 268.767716 1.04049478055 2.66315 295 275.535977 6.59797389111 2.95316 320 299.667530 6.35389685405 3.2317 338 320.118967 5.29024641203 3.38318 348 334.806178 3.7913282616 3.48319 344 343.009177 0.28802985604 3.44320 330 339.721845 2.94601362076 3.3321 312 328.272057 5.2154029016 3.12322 286 313.593610 9.64811541528 2.86323 262 292.239068 11.5416290432 2.62324 248 272.158435 9.74130429119 2.48325 238 260.231943 9.34115261575 2.38326 248 251.610725 1.45593735979 2.48327 280 260.231943 7.06002027661 2.8328 330 287.258567 12.9519494665 3.3329 380 328.272057 13.612616565 3.8330 402 369.803067 8.00918739966 4.02
331 420 388.984750 7.38458324817 4.2332 428 405.272192 5.31023551409 4.28333 414 412.693718 0.31552702186 4.14334 392 399.780312 1.98477334907 3.92335 368 380.172974 3.30787348283 3.68336 325 359.629157 10.6551251081 3.25337 274 324.194787 18.3192654157 2.74338 250 282.252793 12.9011171968 2.5339 232 261.945907 12.9077187083 2.32340 250 246.397015 1.44119409229 2.5341 265 261.945907 1.15248777232 2.65342 310 274.692812 11.3894155818 3.1343 340 311.960423 8.24693433853 3.4344 370 336.442961 9.0694699673 3.7345 360 361.312626 0.36461825021 3.6346 336 352.938138 5.04111256866 3.36347 304 333.170896 9.59568947793 3.04348 270 307.053878 13.7236584981 2.7349 240 278.900640 16.2085999254 2.4350 226 253.341818 12.0981496906 2.26351 250 241.152971 3.53881147992 2.5352 315 261.945907 16.8425690783 3.15353 354 316.041746 10.7226707398 3.54354 390 347.959587 10.7795931653 3.9355 420 378.429752 9.89767812178 4.2356 452 405.272192 10.3380106195 4.52357 462 435.627219 5.7083941252 4.62358 445 445.464573 0.10439845562 4.45359 390 428.837022 9.95821089461 3.9
327.288888888889 327.361053838779 11.8828777751 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.0746652758089 0.074468345679 0.0748627267169 0
3.03775554757794 0.1917239014183 0.660788345679 0.0556275766899 0.33380147275712.58514554438436 0.6697999430549 0.9465127901235 0.4739840479681 0.08130798148232.44652347044511 0.7219551117509 0.7619350123457 0.684073017958 0.00216443330232.53341818300814 0.5720864471134 0.5973572345679 0.5478847229625 0.00111677495562.61945907403346 0.3485900470048 0.2839705679012 0.4279141383169 0.01453011483292.82252792991924 0.1230954318221 0.074468345679 0.2034755196628 0.03149633565883.03775554757794 -0.0299797899429 0.0161572345679 0.0556275766899 0.13122104331063.36442961121004 0.029707927821 0.1070016790123 0.0082481039883 0.05549340807473.52938138230713 0.0938963187011 0.1347705679012 0.0654187245992 0.01223647858033.56275445150635 0.0541020388546 0.0350105679012 0.0836042024935 0.01055847730443.41364352935535 -0.0382134473129 0.074468345679 0.0196092385593 0.17110096937763.03775554757794 0.1587042027049 0.4527794567901 0.0556275766899 0.19162991943532.70464738172368 0.485262354506 0.7274194567901 0.3237190736412 0.08102413192212.55069490993138 0.7033165825294 0.9465127901235 0.5226070058665 0.06284793786552.44652347044511 0.7384968531097 0.7972505679012 0.684073017958 0.00442537212012.51610724652274 0.4339652192062 0.3282016790123 0.5738112371864 0.03381654478142.78900639821044 -0.0858287777159 0.031368345679 0.234841172677 0.43691254160673.4054282216394 0.0958461021332 0.5286905679012 0.0173759016178 0.3535155996229
3.87209320608301 0.6984957712745 1.362148345679 0.3581815035316 0.32251812657714.278736584549 1.3942215066974 1.9240772345679 1.0102783686717 0.1453617919614
4.49442706402065 1.5224938537448 1.5552861234568 1.4903929892583 0.00065397505464.3562721914158 1.0037476480962 0.8595350123457 1.1721562549373 0.0244209978099
4.05272191999713 0.3327671278785 0.1824239012346 0.6070145449532 0.12441275284653.61312625700738 -0.0247469234905 0.0053127901235 0.1152709231898 0.17067330422893.20118967127352 0.0270049366706 0.1390461234568 0.0052447819936 0.09071521808192.95546467551704 0.2458914024588 0.5973572345679 0.1012167900618 0.20744807064382.61945907403346 0.6364166913207 0.9465127901235 0.4279141383169 0.10205409998232.44652347044511 0.9535394907748 1.3291527901235 0.684073017958 0.10661757675152.2880228456098 0.8997320537627 0.8333661234568 0.9713831001554 0.0051807107541
2.49876218392317 0.5523807824717 0.5082105679012 0.6003899724165 0.00375007011792.67067342222669 -0.0766400067654 0.0161572345679 0.3635331660447 0.53191725704653.36442961121004 0.0751174642321 0.6841127901235 0.0082481039883 0.54106379686463.96154172625385 0.5552369054066 0.651428345679 0.4732493192388 0.01403236261893.94351535491189 0.3263180795157 0.2372772345679 0.4487724632022 0.03367788548843.66391603565507 0.0105816157037 0.0007350123457 0.1523383811971 0.13243488100693.28272057052988 -0.0043080329774 0.2236239012346 8.299268563E-05 0.23301914921272.87258566760623 0.3099476667952 0.5973572345679 0.1608209469854 0.13882007970562.61945907403346 0.7410809256174 1.2834372345679 0.4279141383169 0.2298810036732.30576240079028 1.2513201032316 1.6715616790123 0.936730017451 0.10612114176862.16299655347354 1.0805040057677 0.9465127901235 1.2334634234871 0.01876994436012.44652347044511 0.3911202845738 0.2236239012346 0.684073017958 0.12494565694622.87258566760623 -0.251487152299 0.393268345679 0.1608209469854 1.0555802104081
3.78429751888503 0.5756009700182 1.2703794567901 0.2608011920494 0.37908954525114.2403716570471 1.282999422363 1.7612239012346 0.9346270605514 0.129332545055
4.43484590959223 1.4017401191961 1.4571172345679 1.3484675873363 0.00203889188064.31737175486108 0.9676826211392 0.8595350123457 1.0894374770138 0.01377612883924.05272191999713 0.2860204449819 0.1347705679012 0.6070145449532 0.17033938324613.56275445150635 -0.0268582568186 0.008628345679 0.0836042024935 0.14650097014793.18488401480375 0.0419577871526 0.2236239012346 0.0078723959873 0.14813570485152.87258566760623 0.3500501538733 0.7619350123457 0.1608209469854 0.22333721322682.53341818300814 0.8163499243887 1.2163639012346 0.5478847229625 0.13207277574092.33231277489721 1.1981674642831 1.6202461234568 0.8860414795524 0.11043178035992.18094586527214 1.0630413197556 0.9465127901235 1.1939160878749 0.01417388699582.44652347044511 0.6392464049566 0.5973572345679 0.684073017958 0.00285973921322.61945907403346 0.2439258127081 0.1390461234568 0.4279141383169 0.07870321114222.95546467551704 -0.1040690466991 0.1070016790123 0.1012167900618 0.41542578450643.52938138230713 0.1348196537281 0.2778461234568 0.0654187245992 0.0732344362423.69803066653352 0.2576701755765 0.3685839012346 0.1801324451752 0.03311283832223.76692658399982 0.1317701970724 0.071348345679 0.2433607208583 0.05149567452583.47959586655407 -0.0562111073307 0.074468345679 0.0424299554198 0.23001219521573.03775554757794 0.1822897017859 0.5973572345679 0.0556275766899 0.28918102895092.61945907403346 0.9634924234979 2.1694016790123 0.4279141383169 0.67151317401582.00022222373679 1.8500917335974 2.1108861234568 1.6215177998897 0.03248004992862.01841266777317 1.2588239977964 1.0057861234568 1.5755216943955 0.0632961857372.42029063785031 0.3181935095782 0.1390461234568 0.7281548526533 0.23012107213412.95546467551704 -0.0245325809814 0.0059461234568 0.1012167900618 0.15565812226493.32353755403225 0.0552747537646 1.2256950123457 0.0024927068912 1.11611289974024.22129190050336 1.1818639564872 1.5552861234568 0.8980999641012 0.08922652870494.3562721914158 1.2419332117624 1.3158639012346 1.1721562549373 0.0040612335869
4.25952005583706 0.9534840488754 0.9353039012346 0.9720175765971 0.00038103257994.08968793702256 0.5607358481286 0.4721216790123 0.6659823205625 0.01681896100923.83678253844621 0.2067466986881 0.1347705679012 0.3171627016498 0.03872336743733.56275445150635 -0.0789041611799 0.074468345679 0.0836042024935 0.31669257269023.03775554757794 0.1634213025211 0.4800950123457 0.0556275766899 0.20954014133842.68767716116251 0.6872347477767 1.375668345679 0.3433179225466 0.3453644457522.27025223570609 1.3172979671652 1.7236772345679 1.0067278835603 0.09625644976062.14501880614535 1.2108535296148 1.1510905679012 1.273719298086 0.00302293167772.35879144393724 0.7436462772222 0.660788345679 0.8368939755713 0.01024317182032.58514554438436 -0.1563580497492 0.0515794567901 0.4739840479681 0.83695867495983.44656522144465 0.2122346132978 1.5058016790123 0.0299133223913 1.109724832674.33678915115657 1.4534832946119 1.8689927901235 1.1303487626489 0.09193681885644.47450641309813 1.641758093604 1.8689927901235 1.4421509018963 0.02738812730564.47450641309813 0.8731847337894 0.5286905679012 1.4421509018963 0.22515633607133.87209320608301 -0.3428640705152 0.3282016790123 0.3581815035316 1.37380248374592.78900639821044 0.5005422318987 1.0668594567901 0.234841172677 0.3014080252762.39398306327991 1.1020754899241 1.5697305679012 0.7737444949647 0.13986333162022.1988663447372 1.5184941296068 1.9962550123457 1.1550750817857 0.1148303995956
2.05471776248002 1.8196714818996 2.2287172345679 1.4856995991602 0.0754698490221.98200707752729 1.6440676941798 1.6202461234568 1.6682395001068 0.00032374525912.18094586527214 0.8445083851325 0.5973572345679 1.1939160878749 0.1017955408869
2.61945907403346 0.0476803734018 0.0053127901235 0.4279141383169 0.33702776672213.20118967127352 -0.0294833396785 0.1657394567901 0.0052447819936 0.22925933089523.59629156601371 0.2217177194265 0.4721216790123 0.1041230455897 0.13228382495283.83678253844621 0.6347574187325 1.2703794567901 0.3171627016498 0.31721390899914.2403716570471 1.186323310497 1.5058016790123 0.9346270605514 0.0674068764645
4.33678915115657 0.7730489824399 0.5286905679012 1.1303487626489 0.11342693233683.87209320608301 -0.0735468700523 0.0151016790123 0.3581815035316 0.52141859827123.16041745581137 0.0648470593071 0.3282016790123 0.0128126739432 0.21198423361582.78900639821044 0.4472357764792 0.8517239012346 0.234841172677 0.19272661766972.4900768888208 0.934668584639 1.4229839012346 0.6139249800038 0.1681630547449
2.25245091828424 1.075167617789 1.1085750123457 1.04276696973 0.00105306209752.37640355270361 0.6934413102688 0.5973572345679 0.8049803751605 0.01527608178432.61945907403346 -0.0569838608949 0.007588345679 0.4279141383169 0.54840086303143.33170896012903 0.0771030610308 1.7612239012346 0.0033754266088 1.6085621618174.43484590959223 1.7501107305574 2.2713839012346 1.3484675873363 0.11913134612524.61515804787867 2.182846858776 2.6474905679012 1.7997497202212 0.08113493768834.73780561668605 2.0895690650736 2.0366461234568 2.1438672273128 0.0014292646534.53444460653899 1.1689332738504 0.8595350123457 1.5897025474107 0.1118531948434.05272191999713 0.0211225752347 0.0007350123457 0.6070145449532 0.56659028884423.28272057052988 -0.0056745377987 0.3879905679012 8.299268563E-05 0.40033532037172.74692811696493 0.6388072569169 1.4710994567901 0.2773943730358 0.4718702378772.23461925103992 1.4887590712931 2.0531705679012 1.0795028951848 0.15572435329132.03657798781057 1.8962334519737 2.349748345679 1.5302495311876 0.08795850285381.94550436531182 1.6905315909731 1.6202461234568 1.7638660069625 0.00296977420012.18094586527214 -0.1935230543274 0.031368345679 1.1939160878749 1.61049839686993.4054282216394 0.1090278704583 0.6841127901235 0.0173759016178 0.482429955295
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3.80172974416823 0.2150031966644 0.1657394567901 0.2789098955142 0.01481813061533.59629156601371 -0.0073858101879 0.0005239012346 0.1041230455897 0.11991784869223.24194787238973 0.016872682903 0.2839705679012 0.0010025244181 0.25195166659662.82252792991924 0.3486367360564 0.5973572345679 0.2034755196628 0.1040242655782.61945907403346 0.6233336620336 0.9079972345679 0.4279141383169 0.0896757370212.46397014769277 0.6257620619638 0.5973572345679 0.6555175622448 0.00129815025732.61945907403346 0.4074636787967 0.3879905679012 0.4279141383169 0.00093274815892.74692811696493 0.0910575386371 0.0298905679012 0.2773943730358 0.12465975458993.11960423249015 -0.0195759126608 0.0161572345679 0.0237179422562 0.07862178643743.36442961121004 0.0387898351032 0.1824239012346 0.0082481039883 0.11260748583263.61312625700738 0.1110593639573 0.1070016790123 0.1152709231898 0.0001722986233.52938138230713 0.0222804824036 0.007588345679 0.0654187245992 0.02869005267233.33170896012903 -0.0135304768855 0.0542372345679 0.0033754266088 0.08509411741963.07053877944762 0.1163375543439 0.3282016790123 0.0412381392791 0.13729898707452.78900639821044 0.4230055694704 0.7619350123457 0.234841172677 0.15132597784872.53341818300814 0.7497326124045 1.0259439012346 0.5478847229625 0.07475750279952.41152971300206 0.6662926912648 0.5973572345679 0.7431833494977 0.00782699168152.61945907403346 0.0803879466195 0.0151016790123 0.4279141383169 0.28147367412543.16041745581137 -0.0302351300571 0.071348345679 0.0128126739432 0.14408290785273.47959586655407 0.1291756880189 0.393268345679 0.0424299554198 0.17673963541843.78429751888503 0.4734635739188 0.8595350123457 0.2608011920494 0.17280855280514.05272191999713 0.9716384607981 1.5552861234568 0.6070145449532 0.21834880405124.3562721914158 1.458465542368 1.814708345679 1.1721562549373 0.0695523570206
4.45464573127524 1.3902096481611 1.3855905679012 1.3948441268387 2.1582819082E-054.28837022488988 0.6363670745131 0.393268345679 1.0297372213498 0.1508314315813.27361053838779 224.99165826722 297.63219555556 223.97995557636 71.62902207755
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8714086878931 RMSE --> 0.446059980015
512 0 510.000000 0512 400 510 400
164 0 185.384471 0164 400 185.3844712 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 496,513 cm
LLWL real = 164cm
LLWL skema1a = 186,023 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 496,513 cm
LLWL real = 164cm
LLWL skema1a = 186,023 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 496,513 cm
LLWL real = 164cm
LLWL skema1a = 186,023 cm
SKEMA 1A ; ROI 1,00 ; EPOCH 1
No.Skema 1a ROI
(cm) (cm) (%) (m)0 300 300.000000 0 31 246 303.588082 23.4097894781 2.462 230 258.457807 12.3729596776 2.33 240 244.666774 1.94448924269 2.44 250 253.311800 1.32472018842 2.55 274 261.871754 4.42636731801 2.746 300 282.093058 5.96898077064 37 340 303.588082 10.7093876129 3.48 360 336.361103 6.56636020969 3.69 364 352.936477 3.03942943934 3.64
10 346 356.288140 2.97345089571 3.4611 300 341.307027 13.7690088515 312 260 303.588082 16.7646469678 2.613 242 270.350019 11.7148838328 2.4214 230 255.030516 10.8828329862 2.315 238 244.666774 2.80116562288 2.3816 270 251.589676 6.8186383617 2.717 345 278.751999 19.2023192445 3.4518 400 340.481384 14.879653928 419 444 387.283148 12.7740658338 4.4420 466 427.870878 8.18221498879 4.6621 452 449.426786 0.56929509481 4.5222 420 435.612633 3.7172935563 4.223 370 405.321011 9.54621912273 3.724 320 361.344700 12.9202186103 3.225 290 319.966194 10.3331703269 2.926 250 295.359885 18.1439538726 2.527 230 261.871754 13.8572841516 2.328 212 244.666774 15.4088557464 2.1229 236 228.887221 3.01388924893 2.3630 256 249.864126 2.39682590404 2.5631 340 266.968217 21.4799361238 3.432 410 336.361103 17.9607065256 4.133 408 396.219766 2.88731216582 4.0834 376 394.419552 4.89881711298 3.7635 330 366.439894 11.0423921634 3.336 280 328.151655 17.1970195435 2.837 250 287.085304 14.8341214248 2.538 214 261.871754 22.3699782938 2.1439 198 230.654368 16.4921053001 1.9840 230 216.421799 5.90356577689 2.341 280 244.666774 12.6190092205 2.842 390 287.085304 26.3883837021 3.9
Ketinggian Muka Air Hasil Pengamatan
Persentase selisih (error)
Ketinggian Muka Air Hasil Pengamatan
43 440 378.501001 13.9770452663 4.444 460 424.042161 7.81692155638 4.645 448 443.465543 1.01215568901 4.4846 420 431.727750 2.79232143188 4.247 364 405.321011 11.3519260313 3.6448 318 356.288140 12.0402956287 3.1849 280 318.330185 13.6893517303 2.850 240 287.085304 19.6188764842 2.451 217 253.311800 16.7335486042 2.1752 200 233.298618 16.649309057 253 230 218.212673 5.12492499025 2.354 250 244.666774 2.13329032701 2.555 290 261.871754 9.69939532805 2.956 360 295.359885 17.9555875885 3.657 380 352.936477 7.12197977873 3.858 388 369.860150 4.67521903112 3.8859 354 376.761999 6.42994319701 3.5460 300 347.934793 15.9782641827 361 250 303.588082 21.4352328465 2.562 180 261.871754 45.484307527 1.863 182 200.157949 9.97689512466 1.8264 227 201.977696 11.0230414806 2.2765 290 242.056395 16.532277446 2.966 335 295.359885 11.8328702443 3.3567 438 332.252079 24.143361006 4.3868 452 422.138387 6.60655163433 4.5269 442 435.612633 1.44510567048 4.4270 424 425.952994 0.46061174676 4.2471 396 409.009276 3.28517065604 3.9672 364 383.752425 5.42649038722 3.6473 300 356.288140 18.7627133664 374 258 303.588082 17.6697992698 2.5875 210 268.660672 27.9336534592 2.176 196 227.116636 15.8758349285 1.9677 220 214.627613 2.44199393397 2.278 246 235.935075 4.09143303221 2.4679 350 258.457807 26.1549122119 3.580 450 344.615596 23.4187563545 4.581 464 433.666702 6.53734879304 4.6482 464 447.432979 3.57047876336 4.6483 400 447.432979 11.8582446345 484 270 387.283148 43.438202851 2.785 224 278.751999 24.4428565208 2.2486 202 239.438191 18.5337578605 2.0287 186 220.000213 18.2796841649 1.8688 178 205.607872 15.5100403295 1.7889 200 198.335137 0.83243130505 290 250 218.212673 12.714930991 2.5
91 320 261.871754 18.165077016 3.292 368 319.966194 13.0526646881 3.6893 396 359.655092 9.17800698463 3.9694 440 383.752425 12.7835397706 4.495 450 424.042161 5.76840870208 4.596 400 433.666702 8.41667540007 497 315 387.283148 22.9470310152 3.1598 270 315.876112 16.9911524295 2.799 235 278.751999 18.6178717475 2.35
100 208 249.000060 19.7115675161 2.08101 222 225.342627 1.50568794006 2.22102 250 237.688372 4.92465133676 2.5103 336 261.871754 22.0619781105 3.36104 460 333.073111 27.5928019384 4.6105 478 443.465543 7.224781901 4.78106 490 461.527478 5.81071883716 4.9107 470 473.854602 0.82012816895 4.7108 420 453.434324 7.96055326717 4.2109 330 405.321011 22.8245487134 3.3110 265 328.151655 23.8308131025 2.65111 206 274.560122 33.281612825 2.06112 184 223.565209 21.5028308643 1.84113 174 203.794347 17.1231877865 1.74114 200 194.680445 2.65977741496 2115 345 218.212673 36.7499499935 3.45116 410 340.481384 16.9557599298 4.1117 450 396.219766 11.9511630303 4.5118 474 433.666702 8.50913468348 4.74119 480 457.468049 4.69415638509 4.8120 425 463.566669 9.07451025826 4.25121 370 409.935675 10.7934257683 3.7122 300 361.344700 20.4482331843 3123 240 303.588082 26.4950342151 2.4124 204 253.311800 24.1724512113 2.04125 190 221.784398 16.7286304403 1.9126 230 209.225428 9.03242267176 2.3127 350 244.666774 30.0952073764 3.5128 466 344.615596 26.048155278 4.66129 494 449.426786 9.02291777905 4.94130 510 478.011320 6.27229018754 5.1131 508 494.859812 2.58665123865 5.08132 480 492.735219 2.65317072722 4.8133 407 463.566669 13.8984443729 4.07134 330 393.521896 19.24905954 3.3135 270 328.151655 21.5376498969 2.7136 210 278.751999 32.7390469555 2.1137 180 227.116636 26.1759091444 1.8138 170 200.157949 17.7399700746 1.7
139 210 191.013878 9.0410106938 2.1140 335 227.116636 32.2039891164 3.35141 420 332.252079 20.892362192 4.2142 444 405.321011 8.71148406439 4.44143 458 427.870878 6.57841088379 4.58144 466 441.492008 5.25922576516 4.66145 420 449.426786 7.00637765987 4.2146 340 405.321011 19.2120619865 3.4147 270 336.361103 24.5781863871 2.7148 215 278.751999 29.6520923752 2.15149 180 231.536649 28.6314717462 1.8150 183 200.157949 9.37592848464 1.83151 230 202.886410 11.7885173193 2.3152 370 244.666774 33.8738448156 3.7153 470 361.344700 23.1181490313 4.7154 496 453.434324 8.58178957216 4.96155 512 480.098273 6.23080607248 5.12156 500 496.989448 0.60211043612 5157 450 484.288967 7.61977046719 4.5158 380 433.666702 14.1228162106 3.8159 290 369.860150 27.5379828135 2.9160 220 295.359885 34.254493037 2.2161 174 235.935075 35.5948705407 1.74162 164 194.680445 18.7075885183 1.64163 194 185.492344 4.38538955991 1.94164 225 212.830140 5.40882673228 2.25165 266 240.311796 9.6572196754 2.66166 350 275.399925 21.3143070762 3.5167 426 344.615596 19.1043200928 4.26168 460 410.863817 10.6817790002 4.6169 456 443.465543 2.74878453658 4.56170 390 439.525320 12.6987998859 3.9171 248 378.501001 52.6213713017 2.48172 208 260.166434 25.080016323 2.08173 194 225.342627 16.1559934159 1.94174 184 212.830140 15.6685542676 1.84175 234 203.794347 12.9083988254 2.34176 288 248.135133 13.8419677083 2.88177 380 293.709108 22.7081293834 3.8178 445 369.860150 16.8853595148 4.45179 474 428.832461 9.52901664414 4.74180 510 510.000000 0 5.1181 500 494.859812 1.02803765847 5182 470 484.288967 3.04020576646 4.7183 404 453.434324 12.2362187431 4.04184 312 390.838620 25.2687884428 3.12185 240 313.421512 30.5922965006 2.4186 190 253.311800 33.3220002479 1.9
187 180 209.225428 16.2363488083 1.8188 236 200.157949 15.187309692 2.36189 276 249.864126 9.46951967911 2.76190 344 283.759639 17.5117328144 3.44191 408 339.656299 16.750907041 4.08192 452 394.419552 12.7390370919 4.52193 442 435.612633 1.44510567048 4.42194 415 425.952994 2.63927561597 4.15195 368 400.749299 8.89926598318 3.68196 320 359.655092 12.3922163565 3.2197 246 319.966194 30.0675585154 2.46198 230 258.457807 12.3729596776 2.3199 242 244.666774 1.10197280267 2.42200 280 255.030516 8.91767290417 2.8201 350 287.085304 17.9756275537 3.5202 405 344.615596 14.9097292828 4.05203 465 391.731440 15.7566795403 4.65204 500 448.429047 10.3141906564 5205 510 484.288967 5.04137899954 5.1206 460 494.859812 7.57821993645 4.6207 405 443.465543 9.49766481808 4.05208 290 391.731440 35.079806944 2.9209 240 295.359885 23.0666186173 2.4210 207 253.311800 22.3728504691 2.07211 192 224.454343 16.903303725 1.92212 210 211.029403 0.49019181293 2.1213 300 227.116636 24.2944545134 3214 370 303.588082 17.9491669956 3.7215 410 361.344700 11.8671464505 4.1216 424 396.219766 6.55194189541 4.24217 418 409.009276 2.15089095744 4.18218 400 403.487210 0.87180262084 4219 320 387.283148 21.0259836555 3.2220 244 319.966194 31.1336860443 2.44221 228 256.745844 12.6078261039 2.28222 190 242.927391 27.8565214298 1.9223 200 209.225428 4.61271392747 2224 250 218.212673 12.714930991 2.5225 336 261.871754 22.0619781105 3.36226 410 333.073111 18.7626558333 4.1227 456 396.219766 13.1097003589 4.56228 488 439.525320 9.93333615679 4.88229 510 471.784994 7.49313836982 5.1230 480 494.859812 3.09579410577 4.8231 428 463.566669 8.30996929851 4.28232 330 412.725339 25.0682844066 3.3233 280 328.151655 17.1970195435 2.8234 254 287.085304 13.0257100638 2.54
235 234 265.272607 13.3643620325 2.34236 222 248.135133 11.7725824325 2.22237 246 237.688372 3.37871070809 2.46238 290 258.457807 10.8766181868 2.9239 355 295.359885 16.8000324841 3.55240 390 348.766411 10.5727150307 3.9241 396 378.501001 4.41893918478 3.96242 380 383.752425 0.98748026565 3.8243 345 369.860150 7.20584062587 3.45244 290 340.481384 17.4073738924 2.9245 250 295.359885 18.1439538726 2.5246 214 261.871754 22.3699782938 2.14247 202 230.654368 14.1853309377 2.02248 216 220.000213 1.85195025312 2.16249 260 232.418066 10.6084361237 2.6250 330 270.350019 18.075751856 3.3251 380 328.151655 13.644301389 3.8252 435 369.860150 14.9746781243 4.35253 474 419.295966 11.5409355342 4.74254 486 457.468049 5.87077173836 4.86255 474 469.721323 0.90267457503 4.74256 435 457.468049 5.16506881645 4.35257 350 419.295966 19.7988473051 3.5258 306 344.615596 12.6194759492 3.06259 273 308.508749 13.006867655 2.73260 254 281.258794 10.7318087543 2.54261 240 265.272607 10.5302529817 2.4262 250 253.311800 1.32472018842 2.5263 290 261.871754 9.69939532805 2.9264 336 295.359885 12.0952724162 3.36265 366 333.073111 8.9964177368 3.66266 374 357.969625 4.28619653113 3.74267 362 364.736950 0.75606350949 3.62268 338 354.610478 4.91434260586 3.38269 300 334.716292 11.5720973506 3270 274 303.588082 10.7985701154 2.74271 250 282.093058 12.8372230752 2.5272 240 261.871754 9.11323064527 2.4273 250 253.311800 1.32472018842 2.5274 270 261.871754 3.01046164865 2.7275 310 278.751999 10.0800004495 3.1276 348 311.784572 10.4067322359 3.48277 384 342.960069 10.6874821547 3.84278 420 373.300496 11.1189295589 4.2279 450 405.321011 9.92866427687 4.5280 430 433.666702 0.85272130239 4.3281 395 414.593867 4.96047268626 3.95282 360 382.873521 6.35375575771 3.6
283 326 352.936477 8.2627229573 3.26284 296 324.875747 9.75531986261 2.96285 278 300.301481 8.02211540514 2.78286 274 285.423693 4.16923112383 2.74287 278 282.093058 1.47232290938 2.78288 294 285.423693 2.91711112949 2.94289 314 298.655959 4.88663729314 3.14290 328 315.057995 3.94573321763 3.28291 334 326.513305 2.24152542542 3.34292 334 331.431390 0.76904479166 3.34293 316 331.431390 4.8833513911 3.16294 305 316.694169 3.83415391519 3.05295 290 307.689286 6.09975371716 2.9296 280 295.359885 5.48567310052 2.8297 272 287.085304 5.54606748602 2.72298 268 280.423869 4.63577217576 2.68299 268 277.077373 3.38707957754 2.68300 286 286.000000 0 2.86301 316 292.056363 7.57710039819 3.16302 360 316.694169 12.0293973774 3.6303 396 352.936477 10.8746270604 3.96304 418 383.752425 8.1931997585 4.18305 422 403.487210 4.38691694707 4.22306 412 407.161686 1.1743481366 4.12307 382 398.026576 4.19543864218 3.82308 356 371.577744 4.37577068226 3.56309 328 349.598800 6.5850001153 3.28310 294 326.513305 11.0589473058 2.94311 276 298.655959 8.2086807607 2.76312 264 283.759639 7.48471178726 2.64313 258 273.719590 6.09286436153 2.58314 266 268.660672 1.00025273093 2.66315 295 275.399925 6.6440931413 2.95316 320 299.478917 6.41283829574 3.2317 338 319.966194 5.33544557752 3.38318 348 334.716292 3.81715745637 3.48319 344 342.960069 0.30230566105 3.44320 330 339.656299 2.92615129482 3.3321 312 328.151655 5.17681241081 3.12322 286 313.421512 9.58794111938 2.86323 262 292.056363 11.4718941762 2.62324 248 272.036307 9.69205926185 2.48325 238 260.166434 9.31362771088 2.38326 248 251.589676 1.44745017073 2.48327 280 260.166434 7.08341644575 2.8328 330 287.085304 13.0044534661 3.3329 380 328.151655 13.644301389 3.8330 402 369.860150 7.99498752257 4.02
331 420 389.057744 7.36720384288 4.2332 428 405.321011 5.29882926306 4.28333 414 412.725339 0.30788924115 4.14334 392 399.840046 2.00001179341 3.92335 368 380.245663 3.32762591152 3.68336 325 359.655092 10.6631053357 3.25337 274 324.057213 18.2690559234 2.74338 250 282.093058 12.8372230752 2.5339 232 261.871754 12.8757558399 2.32340 250 246.402686 1.43892567556 2.5341 265 261.871754 1.180470359 2.65342 310 274.560122 11.4322185743 3.1343 340 311.784572 8.29865534737 3.4344 370 336.361103 9.09159371753 3.7345 360 361.344700 0.37352765357 3.6346 336 352.936477 5.04061810738 3.36347 304 333.073111 9.56352338267 3.04348 270 306.869586 13.6554021282 2.7349 240 278.751999 16.1466660861 2.4350 226 253.311800 12.0848674651 2.26351 250 241.184530 3.52618781141 2.5352 315 261.871754 16.8661099846 3.15353 354 315.876112 10.7694600114 3.54354 390 347.934793 10.7859506287 3.9355 420 378.501001 9.8807140885 4.2356 452 405.321011 10.3272100102 4.52357 462 435.612633 5.71155131245 4.62358 445 445.445881 0.10019801501 4.45359 390 428.832461 9.95704130943 3.9
327.288888888889 327.341163782363 11.8788444454 3.27288888888889rerata ^ rerata ^ error rerata ^ rerata ^
Skema 1a ROI Korelasi R RMSE
(m) Ʃ(di-dr)(mi-mr) Ʃ(di-dr)2 Ʃ(mi-mr)2 (di-mi)23 0.074610998055 0.074468345679 0.0747539236974 0
3.03588082116159 0.1930861616333 0.660788345679 0.0564208888641 0.33163872018172.58457807258382 0.6701585219155 0.9465127901235 0.474491680601 0.08098467939552.44666774182463 0.7216555607742 0.7619350123457 0.6835054695716 0.0021778781272.53311800471059 0.5721647235483 0.5973572345679 0.5480346632277 0.0010968022362.61871753548642 0.3488792127566 0.2839705679012 0.4286243676351 0.01470943619852.82093057688075 0.123477053964 0.074468345679 0.204739110512 0.03206585829633.03588082116159 -0.030192806029 0.0161572345679 0.0564208888641 0.1325827763983.36361103245123 0.0295052241982 0.1070016790123 0.0081359307912 0.05587974397883.5293647684081 0.0939632381612 0.1347705679012 0.065512005056 0.0122401544694
3.56288140099146 0.0541630090194 0.0350105679012 0.0837927437884 0.010584582673.413070265545 -0.0381112877426 0.074468345679 0.019504532297 0.1706270442774
3.03588082116159 0.1598318473006 0.4527794567901 0.0564208888641 0.18999209025652.70350018875365 0.4860711425624 0.7274194567901 0.324799059781 0.08037235702342.55030515868338 0.7035022590391 0.9465127901235 0.5228829801746 0.06265267246352.44666774182463 0.7381904386942 0.7972505679012 0.6835054695716 0.00444458782.51589676423419 0.4339718542475 0.3282016790123 0.5738287837092 0.03389400141942.7875199860659 -0.0860568103224 0.031368345679 0.2360906972479 0.4388797688621
3.40481384288013 0.0955440033211 0.5286905679012 0.0172665394937 0.35424656162713.87283147697738 0.6995895544968 1.362148345679 0.3593041435711 0.32168013350774.27870878152222 1.3944588379926 1.9240772345679 1.0106223471285 0.14538299328834.49426786171472 1.5225433618837 1.5552861234568 1.4904899194136 0.00066214294074.35612632936476 1.003796820691 0.8595350123457 1.172271103279 0.02437543072094.05321010754102 0.3330605908437 0.1824239012346 0.6080856533736 0.12475738006913.61344699552837 -0.024784799406 0.0053127901235 0.1156240444894 0.17093841811143.19966193947971 0.0275004430714 0.1390461234568 0.0054390180058 0.08979727797272.95359884681448 0.2471797526955 0.5973572345679 0.1022802212931 0.20575191383142.61871753548642 0.636944617785 0.9465127901235 0.4286243676351 0.10158086742652.44666774182463 0.953143851654 1.3291527901235 0.6835054695716 0.10671181354882.28887221372528 0.8987751009325 0.8333661234568 0.9693178776039 0.00505916198032.49864125685655 0.5523251960316 0.5082105679012 0.6002691432239 0.00376489536012.66968217179069 -0.076740723238 0.0161572345679 0.3644892681564 0.53336413020043.36361103245123 0.074604921512 0.6841127901235 0.0081359307912 0.54226871152753.96219766363456 0.5559268546101 0.651428345679 0.4744261893524 0.01387739045323.94419552344808 0.326746283842 0.2372772345679 0.4499510212134 0.03392799085833.66439894139262 0.0106001002301 0.0007350123457 0.1528710715521 0.13278658848813.28151654721736 -0.0038327215977 0.2236239012346 6.5689556281E-05 0.23185818524412.87085303561964 0.3111330707701 0.5973572345679 0.1620534282084 0.13753197402832.61871753548642 0.7416956741589 1.2834372345679 0.4286243676351 0.22917047878222.30654368494231 1.250052833303 1.6715616790123 0.9348336383089 0.10663077817572.16421798713145 1.0791221783845 0.9465127901235 1.2303105547358 0.01843675501862.44666774182463 0.3909580023746 0.2236239012346 0.6835054695716 0.12484368466732.87085303561964 -0.2524489723155 0.393268345679 0.1620534282084 1.0591434742933
3.7850100082829 0.576628207771 1.2703794567901 0.2617328926566 0.37821268991224.24042160840633 1.2833296765155 1.7612239012346 0.9351082832064 0.12929661970114.43465542513218 1.4017502783689 1.4571172345679 1.3484871335627 0.00205613046994.31727750013917 0.9677796394623 0.8595350123457 1.0896559385078 0.01375401203894.05321010754102 0.2862726826607 0.1347705679012 0.6080856533736 0.17074259297413.56288140099146 -0.0268885246676 0.008628345679 0.0837927437884 0.14659816722523.18330184844808 0.0426119181758 0.2236239012346 0.0081197741413 0.14692030702372.87085303561964 0.3513889309905 0.7619350123457 0.1620534282084 0.22170258115222.53311800471059 0.8164616224756 1.2163639012346 0.5480346632277 0.1318546853452.33298618113924 1.1970571146418 1.6202461234568 0.88440003958 0.11087979682972.1821267252243 1.06169896608 0.9465127901235 1.1909027604669 0.0138941089063
2.44666774182463 0.6389811711743 0.5973572345679 0.6835054695716 0.00284432976212.61871753548642 0.2441281563826 0.1390461234568 0.4286243676351 0.07911982484282.95359884681448 -0.1046143174145 0.1070016790123 0.1022802212931 0.41783445083963.5293647684081 0.1349157390547 0.2778461234568 0.065512005056 0.0732434285788
3.69860150159262 0.258137490626 0.3685839012346 0.1807864202519 0.03290541522453.76761998917429 0.1320085418497 0.071348345679 0.2442418945447 0.05181085947173.47934792548054 -0.0561977247206 0.074468345679 0.0424097545739 0.22977443366253.03588082116159 0.1835849289668 0.5973572345679 0.0564208888641 0.28716825448882.61871753548642 0.9642916689536 2.1694016790123 0.4286243676351 0.6702984029132.00157949126885 1.8478307942611 2.1108861234568 1.6175570090101 0.03297111164952.01977695839028 1.2572562907295 1.0057861234568 1.571599909478 0.06261157055242.42056395406644 0.3180174251877 0.1390461234568 0.72734917169 0.22985892214042.95359884681448 -0.0246611196623 0.0059461234568 0.1022802212931 0.15713387424683.32252078793697 0.0543692857477 1.2256950123457 0.0024117086249 1.11826228394544.22138386612842 1.1822266989437 1.5552861234568 0.8986513456371 0.08917159540844.35612632936476 1.2419940528301 1.3158639012346 1.172271103279 0.00407984580044.25952993806263 0.9536859650311 0.9353039012346 0.9724293020663 0.00038141848074.09009275797912 0.5611506718935 0.4721216790123 0.6669680520184 0.01692412567863.83752425009487 0.2070920078827 0.1347705679012 0.3182230393235 0.03901582937553.56288140099146 -0.0789930820378 0.074468345679 0.0837927437884 0.31683547158213.03588082116159 0.1645824636338 0.4800950123457 0.0564208888641 0.2078273231032.68660672264272 0.6882569649611 1.375668345679 0.3443400084805 0.34410744704962.2711663645993 1.3158366831576 1.7236772345679 1.0044955877005 0.0968245064579
2.14627613345267 1.2092911589118 1.1510905679012 1.2704344452136 0.00288625383682.35935074740757 0.7430299415871 0.660788345679 0.8355073113882 0.01013027204742.58457807258382 -0.1564417563722 0.0515794567901 0.474491680601 0.83799730519443.44615596404701 0.2119764820901 1.5058016790123 0.0298406022424 1.11058725211374.33666701600296 1.4535882414576 1.8689927901235 1.1305119992273 0.09201089918054.47432978538018 1.6417885430595 1.8689927901235 1.4422043971307 0.02744662001224.47432978538018 0.8732009286233 0.5286905679012 1.4422043971307 0.22498874529883.87283147697738 -0.3434009656307 0.3282016790123 0.3593041435711 1.37553367338892.7875199860659 0.5018720883044 1.0668594567901 0.2360906972479 0.2997781351416
2.39438190878135 1.1013265805201 1.5697305679012 0.7726932645401 0.14016181362282.20000212546748 1.5166083732356 1.9962550123457 1.1522079812167 0.11560144532242.05607871786478 1.8173427902852 2.2287172345679 1.4818994380155 0.07621945845791.98335137389909 1.6421033759466 1.6202461234568 1.6642554845571 0.0002771767512.1821267252243 0.8434419835601 0.5973572345679 1.1909027604669 0.1010434188166
2.61871753548642 0.0477199256815 0.0053127901235 0.4286243676351 0.3378893035513.19966193947971 -0.0300243216369 0.1657394567901 0.0054390180058 0.23072465238443.59655092340863 0.222032593562 0.4721216790123 0.1044189978884 0.13209523127513.83752425009487 0.6358175932088 1.2703794567901 0.3182230393235 0.31637896923134.24042160840633 1.1866286794573 1.5058016790123 0.9351082832064 0.06738094138244.33666701600296 0.7731047994228 0.5286905679012 1.1305119992273 0.11334467966433.87283147697738 -0.0736620380116 0.0151016790123 0.3593041435711 0.52248534410933.15876111559675 0.0656820102891 0.3282016790123 0.0131447422469 0.21046176118362.7875199860659 0.4484240066111 0.8517239012346 0.2360906972479 0.1914237382071
2.49000060433508 0.9345223172815 1.4229839012346 0.6137328473916 0.16810049555512.25342627226933 1.0739312582214 1.1085750123457 1.0403701459449 0.00111731567782.37688371658099 0.6929164689071 0.5973572345679 0.8037623135677 0.01515761924292.61871753548642 -0.0570311306925 0.007588345679 0.4286243676351 0.54949969219533.33073111083308 0.0760693095139 1.7612239012346 0.0032855219861 1.6110435130074.43465542513218 1.7501234145615 2.2713839012346 1.3484871335627 0.11926287539064.61527477697901 2.1833604233102 2.6474905679012 1.8005966842239 0.08106845262444.73854602394073 2.0909095616987 2.0366461234568 2.1466187693827 0.00148579596164.53434323722097 1.1690236961524 0.8595350123457 1.5899484983587 0.11178540027544.05321010754102 0.0211412029568 0.0007350123457 0.6080856533736 0.5673254661023.28151654721736 -0.0050484580068 0.3879905679012 6.5689556281E-05 0.39881314940932.74560122419565 0.6401753861292 1.4710994567901 0.2785838327341 0.4700490386186
2.235652087903 1.4869941284196 2.0531705679012 1.0769448834515 0.1565405746622.0379434674857 1.8938354308869 2.349748345679 1.5263815999182 0.0887703098174
1.94680445170071 1.688623547136 1.6202461234568 1.759886626273 0.00282976635892.1821267252243 -0.1932786834093 0.031368345679 1.1909027604669 1.6075026408905
3.40481384288013 0.1086842238267 0.6841127901235 0.0172665394937 0.48328379305113.96219766363456 0.8452169854507 1.5058016790123 0.4744261893524 0.28923135300014.33666701600296 1.5599137792755 2.1524150123457 1.1305119992273 0.162677495984.57468049351561 1.9871821280701 2.332068345679 1.6933006347939 0.05076888000244.63566668597606 1.3310745437169 0.9547461234568 1.8557388162168 0.14873879267184.0993567534254 0.3527703360415 0.1824239012346 0.6821853339864 0.1594858165065
3.61344699552837 -0.092791870947 0.074468345679 0.1156240444894 0.37631721632283.03588082116159 0.207338010633 0.7619350123457 0.0564208888641 0.40434441872112.53311800471059 0.9126997947803 1.5200150123457 0.5480346632277 0.24316536656982.21784397836563 1.4491771111403 1.8848239012346 1.1142230836936 0.10102479458332.09225427854946 1.1491348708672 0.9465127901235 1.3951327073675 0.0431582847812.44666774182463 -0.1877627248247 0.0515794567901 0.6835054695716 1.10950884611283.44615596404701 0.2396155742859 1.9240772345679 0.0298406022424 1.47341734361864.49426786171472 2.035302975918 2.7792594567901 1.4904899194136 0.19867713910044.7801132004357 2.752911166177 3.3383350123457 2.2701495987776 0.1023275645355
4.94859811707673 3.0272480998414 3.2656505679012 2.8062497402724 0.01726645483584.92735219490666 2.5257510018388 2.332068345679 2.7355193663641 0.01621858154754.63566668597606 1.0858686350495 0.6353861234568 1.8557388162168 0.31997879962313.93521896482151 0.0179423319764 0.0007350123457 0.4379889380681 0.40350313326893.28151654721736 -0.0046432125371 0.3282016790123 6.5689556281E-05 0.33816149468762.7875199860659 0.5698969195505 1.375668345679 0.2360906972479 0.47268373124012.2711663645993 1.4761959268735 2.1694016790123 1.0044955877005 0.2219977431297
2.00157949126885 2.0004506518477 2.4739794567901 1.6175570090101 0.090950189554
1.91013877543027 1.5989675928249 1.375668345679 1.8585128973382 0.03604728459512.2711663645993 -0.0772842466242 0.0059461234568 1.0044955877005 1.1638820128719
3.32252078793697 0.0455296387273 0.8595350123457 0.0024117086249 0.76996976760284.05321010754102 0.9101114584346 1.362148345679 0.6080856533736 0.14960642090844.27870878152222 1.3140350664967 1.7085394567901 1.0106223471285 0.09077639833184.41492007934358 1.5833990426594 1.9240772345679 1.3030415220613 0.0600641675094.49426786171472 1.1318693702386 0.8595350123457 1.4904899194136 0.08659357443824.05321010754102 0.0991210499285 0.0161572345679 0.6080856533736 0.42668344459383.36361103245123 -0.0516742309667 0.3282016790123 0.0081359307912 0.4403796023912.7875199860659 0.5456023369626 1.2608794567901 0.2360906972479 0.4064317326335
2.31536649143203 1.4110940511741 2.1694016790123 0.9178505025245 0.2656026204912.00157949126885 1.8351124727956 2.081928345679 1.6175570090101 0.02943952182412.02886410165702 1.2108064696305 0.9465127901235 1.5488985697784 0.07351467537032.44666774182463 -0.3531115040245 0.1824239012346 0.6835054695716 1.5708417493833.61344699552837 0.4852682371511 2.0366461234568 0.1156240444894 1.18059743152634.53434323722097 2.1273317116944 2.8463439012346 1.5899484983587 0.18118367969954.80098272908913 2.8215935356886 3.4118194567901 2.3334734388701 0.10177201913944.96989447819396 2.9300143634129 2.9829127901235 2.878054027671 0.00090634244324.84288967102359 1.9259239331845 1.5058016790123 2.4632612966972 0.11757332649474.33666701600296 0.560453723787 0.2778461234568 1.1305119992273 0.28801148606553.69860150159262 -0.1585485758676 0.1390461234568 0.1807864202519 0.6377643583462.95359884681448 0.3431235899983 1.1510905679012 0.1022802212931 0.56791122192012.35935074740757 1.4011537826867 2.349748345679 0.8355073113882 0.38359534831431.94680445170071 2.1662021341403 2.6663261234568 1.759886626273 0.09412897158341.85492344253784 1.8906871545165 1.7765927901235 2.0121087601651 0.00723802062962.12830139852372 1.1713205403328 1.0463016790123 1.3112774601495 0.01481054960132.40311795663444 0.5333933272711 0.3756327901235 0.7574110915178 0.06598838420372.75399925233174 -0.1179643239939 0.0515794567901 0.2697892262024 0.55651711552163.44615596404701 0.1705178437965 0.974388345679 0.0298406022424 0.66234211485634.10863816599267 1.1084384058279 1.7612239012346 0.6976033533573 0.2414364519194.43465542513218 1.4946497813536 1.6566550123457 1.3484871335627 0.01571126244884.3952531955486 0.7035193057555 0.393268345679 1.2585284806388 0.24527572770113.7850100082829 -0.4056406635108 0.6286727901235 0.2617328926566 1.7030511217185
2.60166433951887 0.8013198882889 1.4229839012346 0.4512444327797 0.27213368312572.25342627226933 1.3595271605766 1.7765927901235 1.0403701459449 0.09823602814862.12830139852372 1.6408157384457 2.0531705679012 1.3112774601495 0.08311769639072.0379434674857 1.1525545286841 0.8702816790123 1.5263815999182 0.0912381488346
2.48135133000208 0.311191694273 0.1543616790123 0.6273595312264 0.15892076209112.93709108343219 -0.1772783011148 0.2778461234568 0.1131115153062 0.74461179829223.69860150159262 0.5004957129743 1.3855905679012 0.1807864202519 0.56459970340894.28832461106791 1.4889900998575 2.1524150123457 1.0300483432595 0.204010656967
5.1 3.3373798919587 3.3383350123457 3.3364250448381 04.94859811707673 2.8932331815011 2.9829127901235 2.8062497402724 0.00264215356814.84288967102359 2.2398195398245 2.0366461234568 2.4632612966972 0.02041745808524.53434323722097 0.9672746402488 0.5884594567901 1.5899484983587 0.24437523618613.90838619941657 -0.0970805551947 0.0233750123457 0.4031926938701 0.62155279943053.1342151160143 0.1215030972593 0.7619350123457 0.0193756716838 0.5390718365839
2.53311800471059 1.0163409034161 1.8848239012346 0.5480346632277 0.4008384078887
2.09225427854946 1.7397135505043 2.1694016790123 1.3951327073675 0.08541256333052.00157949126885 1.1610414351216 0.8333661234568 1.6175570090101 0.12846526107912.49864125685655 0.3973711198382 0.2630550123457 0.6002691432239 0.06830839261752.83759639118359 -0.0728295701052 0.0279261234568 0.1899349292039 0.362890107915
3.396562992729 0.0993968268925 0.651428345679 0.015166256215 0.46708614290753.94419552344808 0.8365420369165 1.5552861234568 0.4499510212134 0.33155079521724.35612632936476 1.2419940528301 1.3158639012346 1.172271103279 0.00407984580044.25952993806263 0.8649353180096 0.7693239012346 0.9724293020663 0.0119968073324.00749298818088 0.2988526741899 0.1657394567901 0.5388754289423 0.10725165730763.59655092340863 -0.0235532634826 0.0053127901235 0.1044189978884 0.15725263485623.19966193947971 0.0599503103427 0.660788345679 0.0054390180058 0.54709978471492.58457807258382 0.6701585219155 0.9465127901235 0.474491680601 0.08098467939552.44666774182463 0.7051206828543 0.7274194567901 0.6835054695716 0.0007111684542.55030515868338 0.341949019469 0.2236239012346 0.5228829801746 0.06234751378012.87085303561964 -0.0914255314339 0.0515794567901 0.1620534282084 0.3958259027893.44615596404701 0.1342415352896 0.6039016790123 0.0298406022424 0.3646276197563.91731440137624 0.8867256501634 1.8964350123457 0.4146107689107 0.53682818643074.48429046717776 2.0913222803867 2.9829127901235 1.466227539378 0.26595632224374.84288967102359 2.8676107531045 3.3383350123457 2.4632612966972 0.06610572126644.94859811707673 2.2231585897999 1.7612239012346 2.8062497402724 0.12152064722944.43465542513218 0.9024154498262 0.6039016790123 1.3484871335627 0.14795979608363.91731440137624 -0.2401041860536 0.1390461234568 0.4146107689107 1.03492859124752.95359884681448 0.2791610317964 0.7619350123457 0.1022802212931 0.30647168319432.53311800471059 0.8904909857869 1.4469416790123 0.5480346632277 0.21447828628712.24454343152066 1.3919443644383 1.830308345679 1.0585697859411 0.10532843894322.11029402807157 1.3642077209492 1.375668345679 1.3528425741153 0.00010596701392.2711663645993 0.2735015990043 0.074468345679 1.0044955877005 0.5311984680914
3.03588082116159 -0.1014520510277 0.1824239012346 0.0564208888641 0.4410542837013.61344699552837 0.2812470225282 0.6841127901235 0.1156240444894 0.23673382616043.96219766363456 0.6661326187398 0.9353039012346 0.4744261893524 0.07717413809014.09009275797912 0.7408205183277 0.8228505679012 0.6669680520184 0.00808331216784.0348721048335 0.5536663662347 0.5286905679012 0.5798220428189 0.0012160636955
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2.65272607156089 0.5790306682602 0.8702816790123 0.3852505721669 0.09779759583392.48135133000208 0.8339514974352 1.1085750123457 0.6273595312264 0.06830451769392.37688371658099 0.7287775857568 0.660788345679 0.8037623135677 0.00690831656942.58457807258382 0.2568583827716 0.1390461234568 0.474491680601 0.09949099229492.95359884681448 -0.0886236778641 0.0767905679012 0.1022802212931 0.3556943355213.48766411380158 0.1343601082688 0.393268345679 0.0459041234627 0.1700208830473.7850100082829 0.3515249247689 0.4721216790123 0.2617328926566 0.0306214972012
3.83752425009487 0.2973500258461 0.2778461234568 0.3182230393235 0.00140806934523.69860150159262 0.0753058492053 0.031368345679 0.1807864202519 0.06180270659413.40481384288013 -0.0489984222411 0.1390461234568 0.0172665394937 0.25483701596342.95359884681448 0.2471797526955 0.5973572345679 0.1022802212931 0.20575191383142.61871753548642 0.7416956741589 1.2834372345679 0.4286243676351 0.22917047878222.30654368494231 1.2113781151878 1.5697305679012 0.9348336383089 0.08210728338032.20000212546748 1.1945855195288 1.2385216790123 1.1522079812167 0.00160017004192.32418066078451 0.6387269774388 0.4527794567901 0.9010394477706 0.07607630788532.70350018875365 -0.0154509326192 0.0007350123457 0.324799059781 0.35581202481693.28151654721736 0.004272187796 0.2778461234568 6.5689556281E-05 0.26882509080943.69860150159262 0.4579767265974 1.160168345679 0.1807864202519 0.42432000372744.19295965568001 1.3490791141973 2.1524150123457 0.8455685571436 0.29925313831374.57468049351561 2.0652582594116 2.5189216790123 1.6933006347939 0.08140722078054.69721322514349 2.0888751287746 2.1524150123457 2.0272109600545 0.00183070810264.57468049351561 1.4016111430087 1.160168345679 1.6933006347939 0.05048132416644.19295965568001 0.2088395720554 0.0515794567901 0.8455685571436 0.48019308440023.44615596404701 -0.0367753476716 0.0453216790123 0.0298406022424 0.14911642856913.0850874869812 0.1022390890018 0.294728345679 0.0354659857905 0.1260871234106
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3.11784571818936 -0.0322194304665 0.0428950123457 0.0242007553517 0.13115572383383.42960068526 0.088576544235 0.3216150123457 0.0243950185391 0.1684275975391
3.733004958527 0.4260940742165 0.8595350123457 0.2112260204351 0.21808436876044.05321010754102 0.9568993666176 1.5058016790123 0.6080856533736 0.19962120800354.33666701600296 1.0920814128766 1.0549572345679 1.1305119992273 0.00134447006264.14593867110724 0.5907977489811 0.4584794567901 0.7613034238107 0.03839196283533.82873520727769 0.1816525098303 0.1070016790123 0.3083842667912 0.0523197950484
3.5293647684081 -0.0032989514609 0.0001661234568 0.065512005056 0.07255737845953.24875746793321 0.0077140158235 0.0978994567901 0.000607828093 0.08338087528723.00301480826288 0.1332755928813 0.2429394567901 0.0731144454365 0.04973560470452.85423693279286 0.2233735428142 0.2839705679012 0.1757074333376 0.01305007681392.82093057688075 0.2230228873714 0.2429394567901 0.204739110512 0.00167531212382.85423693279286 0.139538601808 0.1108150123457 0.1757074333376 0.00735530369682.98655958899545 0.0381194500443 0.0176594567901 0.0822840979169 0.02354395972923.1505799504616 -0.0008734697768 5.0567901235E-05 0.0150876234202 0.0167495492225
3.26513305079104 -0.0005555851742 0.0045039012346 6.8535003256E-05 0.00560506008393.31431390395865 0.0027449965273 0.0045039012346 0.001672995375 0.00065977552983.31431390395865 -0.004617411377 0.0127439012346 0.001672995375 0.0238127809553.16694169441321 0.0237309673868 0.0496794567901 0.0113358488498 0.01367535989223.07689285779764 0.0732796695297 0.1390461234568 0.0386196309029 0.03129108313982.95359884681448 0.1512359153928 0.2236239012346 0.1022802212931 0.02359260574272.87085303561964 0.2225701782852 0.3056861234568 0.1620534282084 0.02275663835572.8042386943105 0.2781674251762 0.3515172345679 0.2201232509248 0.0154352531642.7707737326781 0.2980084290952 0.3515172345679 0.2526448636891 0.0082398705443
2.86 0.1706930717947 0.1704772345679 0.170909182288 02.92056362741706 0.0398326198415 0.0127439012346 0.1245017184479 0.05732977651573.16694169441321 -0.0348275014889 0.1070016790123 0.0113358488498 0.18753949603773.5293647684081 0.1758682399483 0.4721216790123 0.065512005056 0.1854467026882
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4.07161685677197 0.676168509918 0.7175972345679 0.6371315715564 0.00234092854863.98026575613131 0.3867277420608 0.2993305679012 0.4996427445685 0.02568511258833.71577743628852 0.1270081359148 0.0824327901235 0.1956874996515 0.02426660965663.49598800378195 0.001582765269 5.0567901235E-05 0.0495402386832 0.04665081777773.26513305079104 0.0027558496388 0.1108150123457 6.8535003256E-05 0.10571150071672.98655958899545 0.147123228599 0.2630550123457 0.0822840979169 0.05132924736582.83759639118359 0.2758226272069 0.400548345679 0.1899349292039 0.03904433380882.73719590052741 0.3715379264199 0.4800950123457 0.2875273169241 0.02471055114262.68660672264272 0.3596462124598 0.3756327901235 0.3443400084805 0.00070791768982.75399925233174 0.1677124880266 0.1042572345679 0.2697892262024 0.03841629308652.99478917453635 0.0203084817685 0.0053127901235 0.0776304770483 0.04211148288753.19966193947971 -0.0078994121337 0.0114727901235 0.0054390180058 0.03252181607223.34716292051838 0.0152747101048 0.0428950123457 0.0054392516991 0.0176456896852
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2.92056362741706 0.230370545461 0.4262639012346 0.1245017184479 0.09033849412612.72036306969397 0.4385060646859 0.6286727901235 0.3058627187103 0.05777440527272.60166433951887 0.5997956987975 0.7972505679012 0.4512444327797 0.04913507941432.51589676423419 0.6006251264371 0.6286727901235 0.5738287837092 0.00128857768252.60166433951887 0.3176618335095 0.2236239012346 0.4512444327797 0.03933703421852.87085303561964 -0.0109138109931 0.0007350123457 0.1620534282084 0.18416711703693.28151654721736 0.004272187796 0.2778461234568 6.5689556281E-05 0.26882509080943.69860150159262 0.3176640715536 0.5581750123457 0.1807864202519 0.1032969947785
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2.53311800471059 0.7498351954954 1.0259439012346 0.5480346632277 0.07459344449712.41184530471463 0.6658950459007 0.5973572345679 0.7422965463469 0.00777125030092.61871753548642 0.0804546307983 0.0151016790123 0.4286243676351 0.28226105709963.15876111559675 -0.0306244283815 0.071348345679 0.0131447422469 0.1453430869813.47934792548054 0.1291449341706 0.393268345679 0.0424097545739 0.17694816779753.7850100082829 0.4743085336791 0.8595350123457 0.2617328926566 0.1722166932254
4.05321010754102 0.972495336012 1.5552861234568 0.6080856533736 0.21789280370194.35612632936476 1.4585369911383 1.814708345679 1.172271103279 0.06962931405454.45445881166787 1.3902237510784 1.3855905679012 1.3948724268455 1.988100149E-054.28832461106791 0.6364632023323 0.393268345679 1.0300483432595 0.1507960035613.27341163782363 225.04815822249 297.63219555556 224.08538586143 71.621363347932
rerata ^ Total ^ Total ^ Total ^ Total ^
R --> 0.8714224454134 RMSE --> 0.4460361325297
512 0 510.000000 0512 400 510 400
164 0 185.492344 0164 400 185.4923443 400
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)HHWL real = 512 cm
HHWL skema1a = 497,175 cm
LLWL real = 164cm
LLWL skema1a = 186,425 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 497,175 cm
LLWL real = 164cm
LLWL skema1a = 186,425 cm
0 50 100 150 200 250 300 3500
100
200
300
400
500
600
Data RealPower (Data Real)Logarithmic (Data Real)
WAKTU (JAM)
TIN
GGI M
UKA
AIR
(CM
)
HHWL real = 512 cm
HHWL skema1a = 497,175 cm
LLWL real = 164cm
LLWL skema1a = 186,425 cm
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