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February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute for Environmental Studies University of Wisconsin - Madison
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February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

Jan 29, 2016

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Page 1: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

February 19, 2015

Mapping croplands using Landsat data with generalized classifier over large

areas

Aparna Phalke and Prof. Mutlu Ozdogan

Nelson Institute for Environmental Studies University of Wisconsin - Madison

Page 2: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

Updates on following

• Agro-Ecozone selection in the study area

• LDA at new Ag-eco zone level

• Data hunting

Page 3: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

Ag-eco zones (AEZ) in the study area• According FAO-GAEZ layer of ‘Reference length of growing period’, total 16 classes fall in the study area

• These 16 classes are aggregated to get 8 classes as follows:

AEZNew zone

0 11,2,3 24,5 36,7 48,9 5

10,11,12 613,14 715,16 8

Page 4: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

AEZ in study area

Page 5: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

LDA at Agro-eco zone(AEZ) level

AEZ

Total train

segments

Accuracy Mean Sd Max Min Var Range Count Slope Elevation

Cutoffpoints

2 571 82.77 4.35E-05

-0.0024

5

-0.0001

1

-0.0006

4

6.7E-07

-6.1E-05

-0.0187

2

0.195119

0.000131

-2.36094

175

3 1132 79.82 0.000834

-0.0020

6

-0.0001

7

-0.0004

4

6.54E-08

4.58E-05

0.010998

0.091114

0.000513

-0.04518

408

4 3249 77.82 0.000875

-0.0016

5

-9.3E-05

-0.0001

6

1.63E-07

1.73E-05

0.008848

0.13485

0.000381

1.232608342

5 2367 73.39 0.000569

-0.0023

6

-7.5E-05

-0.0001

6

2.47E-07

4E-05 0.032605

0.099964

0.000154

0.187639618

6 1028 69.46 0.000557

-0.0016

9

-0.0003

3

-0.0004

9

1.39E-07

6.05E-06

-0.0248

9

0.132037

-0.0020

9

-2.93747

637

7 116 67.76 0.000658

-0.0022

8

-9.4E-05

-0.0003

4

2.6E-07

0.00011

-0.0769

9

0.209877

-0.0020

7

-0.91685

513

Page 6: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

Data hunting• Cropland maps from Polish Government by field survey

• Statistical data of Poland (by Polish Government)

(http://stat.gov.pl/bdlen/app/dane_podgrup.hier?p_id=383354&p_token=-1450257223)

• CORINE 30 m • MARS data

Page 7: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

Map by Polish Government

Page 8: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

Statistical data

Page 9: February 19, 2015 Mapping croplands using Landsat data with generalized classifier over large areas Aparna Phalke and Prof. Mutlu Ozdogan Nelson Institute.

Thank you

[email protected]