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ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences University of Arizona Dr. Mike Nofziger 2015 Workshop 1-1
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ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Dec 29, 2015

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Page 1: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

ROCKET / IOU-NAOptics Research Workshop 2015

”Workshop 1” : Excel Spreadsheets and Data Analysis

Dr. Mike Nofziger

Professor

College of Optical Sciences

University of Arizona

Dr. Mike Nofziger 2015Workshop 1-1

Page 2: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Optics Research Workshop (ORW) Curriculum

“These Optics Research Workshops are designed to teach participants basic opto-electronic laboratory techniques, through hands-on measurements and experiments with:

• data analysis• electronics• lasers• laser beam alignment• spectroscopy• optical detectors (solar cells)

Topics and hardware have been chosen to provide a background to common lab practices that participants will (likely) see and use during their summer research experiences!

Emphasis will be placed on the practical vs. theoretical aspects of lab practices and techniques. Whenever possible, we will stress applications of hardware to real-world laboratory situations.” In the process, participants will gain hands-on experience with some of the basic and most useful lab techniques most important in an optics lab.

Dr. Mike Nofziger 2015Workshop 1-2

Page 3: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…

Page 4: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…BIG

The UofA Steward Observatory Mirror Lab casts mirrors up to 8.5 meters in diameter.

Page 5: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…SMALL

Micro-lenses are now made with diameters as small as ≈ 10 μm. Arrays of micro-lenses are used on the CCD sensors of many digital cameras.

Page 6: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…HOT

National Ignition Facility at Lawrence Livermore will

deposit 1.8MJ in 2 nanosec onto a 2 mm diameter tritium target,

heating it to 100,000,000K

Page 7: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…COOL

Laser cooling and trapping at OSC can

capture and slow down individual atoms until

their effective temperature is <1 μK.

Page 8: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…FAST

A 9 micron fiber can carry data at a rate of 10 Gbit/sec. Using dense wavelength-division multiplexing (DWDM, 16 wavelengths), 2,000,000

simultaneous phone conversations can be transmitted

through a single fiber.

Page 9: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…SLOW

Using a new process, it now takes “only” 27 days to grow KDP crystals to this size for frequency

multiplication (It used to take 1 year!)

Page 10: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…NEAR

Scanning tunneling microscopy (STM) at OSC

can resolve individual molucules (like these three

C-60 “buckyballs”).

Page 11: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…FAR

UofA NICMOS on Hubble Space Telescope found

this galaxy 12 billion light years distant. OSC contributions to HST

include discovery of the original out-of-focus

problems.

Page 12: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…NIGHT

A Gen III image intensifier can produce a useful

image under starlight. You can see a 6’ tall man at a

distance of 580 yards.

Page 13: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…DAY

The sulfur lamp, the size of a golf ball, produces nearly 100 times as much light as a conventional HID lamp,

nearly 1000 times as much as a 40 watt tungsten

lamp.

Page 14: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…NEW

LED’s are now available in three primary colors (great

for displays) and in white for illumination.

A violet laser diode (406nm) is a recent introduction;

expect smaller spot sizes and denser data storage.

Page 15: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

OPTICS IS…OLD

In 1609, Galileo built a telescope based on an

earlier design and used it to discover four of Jupiter’s

moons.

Page 16: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

▪ Communications▪ Medical Equipment/Procedures and Life Sciences ▪ Computers and Data Storage ▪ Military ▪ Telescopes and Satellites ▪ Cameras and Image Capture Devices ▪ Custom Illumination ▪ Industrial Manufacturing ▪ Metrology ▪ Nanotechnology and MEMS ▪ Research and Education

… EVERYWHERE!!!

OPTICS IS…

Page 17: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

“The Nature of Light” Quantum Mechanics Physical Optics Geometrical Optics

EXAMPLE: Young’s Double Slit

Dr. Mike Nofziger 2015Workshop 1-17

Page 18: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Light is energy, transported from one locationto another via electromagnetic (EM) waves…

… or photons?!

Dr. Mike Nofziger 2015Workshop 1-18

Page 19: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Characteristics of an EM wave:

• EM waves are transverse waves (the electric field oscillates in a plane perpendicular to the direction of

travel).

• speed c (speed of light in vacuum, universally-accepted symbol)• frequency ν “nu”• wavelength λ “lambda”• amplitude• polarization• phase

Dr. Mike Nofziger 2015Workshop 1-19

Page 20: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

EM wave—Speed, Frequency, and Wavelength

c = ν λ

Electromagnetic Spectrum

81 0 71 0 61 0 51 0 41 0 31 0 21 0 1 0 11 0 - 21 0 - 31 0 - 41 0 - 51 0 - 61 0 - 71 0 - 81 0 - 91 0 - 101 0 - 1 11 0 - 121 0 - 1 31 0 - 141 0 - 151 0 - 1 61 0 -1

700 600 500 400

W a v e le n g th ( in n a n o m e te r s )

V is ib l e s p e c tru m

W a v e le n g th (m )

F req u e n c y (H z )

1 0 21 0 31 0 41 0 51 0 61 0 71 0 810 91 0 1010 111 0 121 0 131 0141 0 151 0 161 0 1710 1810 191 0 201 0 211 0 221 0 231 0 2410

R a d io w a v e s X ra y s G a m m a ra y s

c = 299,792,458 m/sec. in vacuumc ≈ 300,000,000 m/sec. = 3x108 m/sc ≈ 186,000 miles/s

Dr. Mike Nofziger 2015Workshop 1-20

Page 21: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

► NYC to LA ≈ 1/62 sec. (62 trips in one second!!)► sun-to-earth ≈ 8 min.► Earth-to-Mars = 9-16 min. (depending on where Mars is)► Proxima Centauri-to-earth = 4.3 years

(Proxima Centauri is the closest star to our own sun, 4.3 light-years away)► A light-year is defined as the distance light travels (in the vacuum of outer space)

in one year:

EM wave—Speed of Light in vacuum (or ≈ in air)

Hubble eXtreme Deep Field (XDF) image shows:

▪ galaxies 13.2 billion light years distant

(galaxies that are 13.2 billion years old)

Dr. Mike Nofziger 2015Workshop 1-21

Page 22: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

EM wave—Speed of Light in glass

► Light traveling through a media like glass has a slower velocity than in air. The frequency is the same (constant) but the velocity is slower.

► vm < c

► n ≡ c/vm ; vm = c/n

where n ≡ Refractive Index and c = speed of light in air

► n ≥ 1 for any material; n = 1.5 for a typical type of optical glass

Dr. Mike Nofziger 2015Workshop 1-22

Page 23: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

• water 1.33333• glass 1.46 to 1.76 (typically 1.5 is used)• plastic 1.4• air 1.0• Oil 1.6• Diamond 2.42• Germanium 4• Silicon 3.4

Refractive Index of Different Materials

► A graph of refractive index vs. wavelengthis called a dispersion curve:

Dr. Mike Nofziger 2015Workshop 1-23

Page 24: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Basics of Data Analysis:

● Mean (average) of a sample population Sample Mean

Example: (1,2,3,4,5,6,7,8,9,10)

1 2 3

1

...

1

N

N

ii

x x x xx

N

x xN

1 2 3 4 5 6 7 8 9 10 555.5

10 10x

Dr. Mike Nofziger 2015Workshop 1-24

Page 25: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Basics of Data Analysis: In Excel

● Sample Mean

=(A1+A2+A3+A4+A5+A6+A7+A8+A9+A10)/10

=SUM(A1:A10)/COUNT(A1:A10)

=AVERAGE(A1:A10)

A B1 12 23 34 45 56 67 78 89 9

10 1011 Average = 5.512 Average = 5.513 Average = 5.5

Dr. Mike Nofziger 2015Workshop 1-25

Page 26: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Basics of Data Analysis:

● Sample Variance

Example: (1,2,3,4,5,6,7,8,9,10)

(1)

(2)

1 2 3 4 5 6 7 8 9 10 555.5

10 10x

22

1

1

1

N

ii

x xN

2 2 2 2 2

2

2 2 2 2 2 2

1 5.5 2 5.5 3 5.5 4 5.5 5 5.51

10 1 6 5.5 7 5.5 8 5.5 9 5.5 10 5.5 1 5.5

2 9.167

Dr. Mike Nofziger 2015Workshop 1-26

Page 27: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Basics of Data Analysis:

● Sample Standard Deviation

Example: (1,2,3,4,5,6,7,8,9,10)

(1)

(2)

(3)

1 2 3 4 5 6 7 8 9 10 555.5

10 10x

2

1

1

1

N

ii

x xN

2 2 2 2 2

2

2 2 2 2 2 2

1 5.5 2 5.5 3 5.5 4 5.5 5 5.51

10 1 6 5.5 7 5.5 8 5.5 9 5.5 10 5.5 1 5.5

2 9.167 3.028

Dr. Mike Nofziger 2015Workshop 1-27

Page 28: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Plotting Data: In Excel

● Linear-Linear

(1) 0 ; " "y mx b x y x

0 10 20 30 40 50 60 70 80 90 1000

102030405060708090

100

y = x

x

y

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20

0.20.40.60.8

11.21.41.61.8

2f(x) = xR² = 1

log(y) vs. log(x)

log (x)

log (y)

● Log-Log 10 10log logy x

Dr. Mike Nofziger 2015Workshop 1-28

Page 29: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Plotting Data: In Excel

● Linear-Linear 2y x

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20

0.5

1

1.5

2

2.5

3

3.5

4f(x) = 2 xR² = 1

log (y) vs. log (x)

log (x)

log (y)

● Log-Log

0 10 20 30 40 50 60 70 80 90 1000

100020003000400050006000700080009000

10000

y = x2

x

y log 2logy x

Dr. Mike Nofziger 2015Workshop 1-29

Page 30: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Plotting Data: In Excel

● Linear-Linear 3y x

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20

1

2

3

4

5

6f(x) = 3 xR² = 1

log (y) vs. log (x)

log (x)

log (y)

● Log-Log

0 10 20 30 40 50 60 70 80 90 1000

100000200000300000400000500000600000700000800000900000

1000000

y = x3

x

y log 3logy x

Dr. Mike Nofziger 2015Workshop 1-30

Page 31: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Plotting Data: In Excel

● Linear-Linear 2 3and andy x y x y x

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20

1

2

3

4

5

6

log (y) vs. log (x)

log (x)

log (y)

0 10 20 30 40 50 60 70 80 90 1000

100000

200000300000

400000500000

600000

700000800000

9000001000000

y = x

x

y

Dr. Mike Nofziger 2015Workshop 1-31

Page 32: ROCKET / IOU-NA Optics Research Workshop 2015 ”Workshop 1” : Excel Spreadsheets and Data Analysis Dr. Mike Nofziger Professor College of Optical Sciences.

Computer Exercises: In Excel

● Michelson’s “Speed of Light” Data Set (measured values of “c”)- Find the mean, variance, and standard deviation of his values- Plot histograms of his data- Plot a “best-fit” Gaussian distribution

=NORMDIST(x, mean, standard dev, FALSE)

Dr. Mike Nofziger 2015Workshop 1-32