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Electrical and Computer Engineering Stephen Frasier Dept. of Electrical and Computer Engineering Offshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds

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Page 1: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

Electrical and Computer Engineering

Stephen Frasier

Dept. of Electrical and Computer Engineering

Offshore Wind Energy IGERT Seminar

3/5/2015

Remote Sensing of Ocean Winds

Page 2: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

2Electrical and Computer Engineering

Remote Sensing of Wind

● For wind energy applications: Wind Profilers – Radar: UHF frequency– Sodar: audible– Lidar: IR

Microwave Remote Sensing Laboratory

Page 3: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

3Electrical and Computer Engineering

Remote Sensing of Wind

● For wind energy applications: Wind Profilers – Radar: UHF frequency– Sodar: audible– Lidar: IR

● Problematic over ocean

Microwave Remote Sensing Laboratory

Page 4: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

4Electrical and Computer Engineering

Remote Sensing of Wind

● For wind energy applications: Wind Profilers – Radar: UHF frequency– Sodar: audible– Lidar: IR

● Problematic over ocean– Platform required: buoy, mooring

Microwave Remote Sensing Laboratory

Page 5: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

5Electrical and Computer Engineering

Remote Sensing of Wind

● For wind energy applications: Wind Profilers – Radar: UHF frequency– Sodar: audible– Lidar: IR

● Problematic over ocean– Platform required: buoy, mooring– Data retrieval, power constraints

Microwave Remote Sensing Laboratory

Page 6: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

6Electrical and Computer Engineering

Remote Sensing of Wind

● For wind energy applications: Wind Profilers – Radar: UHF frequency– Sodar: audible– Lidar: IR

● Problematic over ocean– Platform required: buoy, mooring– Data retrieval, power constraints– motion compensation, maintenance (salt)

Microwave Remote Sensing Laboratory

Page 7: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

7Electrical and Computer Engineering

Motivation

● Why measure global ocean winds?

● Input to global circulation models (GCMS)

● Numerical weather prediction (NWP)

● Wind and wave forecasting (shipping)

● Wind energy forecasting/climatology

Microwave Remote Sensing Laboratory

Page 8: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

8Electrical and Computer Engineering

Motivation

How do we measure from space or aircraft?

● Radar “scatterometers” (active)

● Radiometers (passive)

● Measure sea-surface signature of wind

● Day/Night/All-weather operation

Microwave Remote Sensing Laboratory

Page 9: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

9Electrical and Computer Engineering

ISS Rapidscat Mission

NASA's latest wind scatterometer deployed on theinternational space station (9/2014)

Microwave Remote Sensing Laboratory

Page 10: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

10Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

EU's Advanced Scatterometer

Page 11: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

11Electrical and Computer Engineering

A Brief History● NASA missions

– RadScat onSkylab (1973) demonstration

– SASS on SeaSAT-A (1978) failed at 100 days

– NSCAT on ADEOS-1 (1996-1997) solar panel failure

– SeaWinds on QuikSCAT (1999-2010) “rescue” mission

– SeaWinds on ADEOS-2 (2002-2003) solar panel failure

– RapidScat on ISS (2014- ) stopgap mission

Microwave Remote Sensing Laboratory

Page 12: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

12Electrical and Computer Engineering

A Brief History● NASA missions

– RadScat onSkylab (1973) demonstration

– SASS on SeaSAT-A (1978) failed at 100 days

– NSCAT on ADEOS-1 (1996-1997) solar panel failure

– SeaWinds on QuikSCAT (1999-2010) “rescue” mission

– SeaWinds on ADEOS-2 (2002-2003) solar panel failure

– RapidScat on ISS (2014- ) stopgap mission

● ESA missions– ERS-1 (1991-2000), ERS-2 (1995-2011)– Envisat (2002-2012)

● EUMetSat operational satellites– ASCAT on METOP-A (2006- ), METOP-B (2013- )– OSCAT (2009-2014): India

Microwave Remote Sensing Laboratory

Page 13: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

13Electrical and Computer Engineering

A Brief History● NASA missions

– RadScat onSkylab (1973) demonstration

– SASS on SeaSAT-A (1978) failed at 100 days

– NSCAT on ADEOS-1 (1996-1997) solar panel failure

– SeaWinds on QuikSCAT (1999-2010) “rescue” mission

– SeaWinds on ADEOS-2 (2002-2003) solar panel failure

– RapidScat on ISS (2014- ) stopgap mission

● ESA missions– ERS-1 (1991-2000), ERS-2 (1995-2011)– Envisat (2002-2012)

● EUMetSat operational satellites– ASCAT on METOP-A (2006- ), METOP-B (2013- )

● Other agency missions– OSCAT (2009-2014): India – HY-2A (2011-): China

Microwave Remote Sensing Laboratory

Page 14: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

14Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Bragg Scattering

Incident microwave radiation in resonance with short waves (dominant for 30°< < 70 °)

B/(2sin(

Radar echo from surface roughness

~ 2cm (Ku-band) ; ~ 5cm (C-band)

Page 15: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

15Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Radar echo from surface roughness

Courtesy Z.Jelenak

Page 16: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

16Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Radar echo from surface roughness

Courtesy Z.Jelenak

Page 17: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

17Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Radar echo from surface roughness

Courtesy Z.Jelenak

Page 18: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

18Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Radar echo from surface roughness

Courtesy Z.Jelenak

Page 19: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

19Electrical and Computer Engineering

Dependence on Wind and Incidence Angle

Most sensitivity to wind at moderate incidence angles 30°-

60°

Microwave Remote Sensing Laboratory

Courtesy Z.Jelenak

Page 20: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

20Electrical and Computer Engineering

Dependence on Wind and Azimuth Angle

5m/s

10m/s

15m/s

20m/s25m/s30m/s

® Z.Jelenak

Most sensitivity to wind dir. at moderate wind speeds

Page 21: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

21Electrical and Computer Engineering

Current Scatterometer Designs

Fixed fan beam

● C-band (5 cm)

● VV-pol

● Sampling 12.5-25 km

● Static antenna

● ASCAT, double swath

Rotating pencil beam

Ku-band (2 cm)

Dual polarization

Sampling 25-50 km

Rotating antenna

Seawinds

Microwave Remote Sensing Laboratory

Courtesy Z.Jelenak

Page 22: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

22Electrical and Computer Engineering

http://manati.star.nesdis.noaa.gov/datasets/ASCATData.php

Microwave Remote Sensing Laboratory

Near Real-Time Products

Page 23: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

23Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Microwave Radiometry

Blackbody Radiation

Page 24: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

24Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Microwavesover here

Microwave Radiometry

Blackbody Radiation

Page 25: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

25Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Microwavesover here

P = k(eT)B

Microwave Radiometry

Blackbody Radiation “Greybody Radiation”

e = emissivityT = Temperature

eT = TB

Brightness Temperature

Page 26: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

26Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Microwave Radiative Transfer

Copyright © 1996 Japan Association of Remote Sensing All rights reserved

TB

Observations:● Surface properties● Atmospheric properties

Page 27: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

27Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Dependence on Wind Speed and Rain

Page 28: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

28Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

Dependence on Wind Speed and Rain

roughness

foam

Page 29: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

29Electrical and Computer Engineering

Liu et al., “Wind power at sea as observed from space,” ch 14 in Muyeen, S.M. (ed.), Wind Power, Intech, Vienna, 2010.

Ocean Wind Climatology from Satellite

Microwave Remote Sensing Laboratory

Page 30: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

30Electrical and Computer Engineering

Ocean Wind Climatology from Satellite

Microwave Remote Sensing Laboratory

Page 31: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

31Electrical and Computer Engineering

Global Scatterometer Missions10 11 12 13 14 15 16 17 18 19 20 21 22

Ku-band

Combined C- and Ku-band

0908

C-band

LaunchDate

10/06

6/99

Operating

QuikSCATUSA

sw 24feb11

FY-3E with 2FS China

Operational Series with 2FS India

EPS SG Europe

Extended

Approved

Extended

HY-2A China

Microwave Remote Sensing Laboratory

Page 32: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

32Electrical and Computer Engineering

A Future Scatterometer Design

Microwave Remote Sensing Laboratory

Cyclone Global Navigation Satellite System (CYGNSS)

Page 33: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

33Electrical and Computer Engineering

Scatterometry “Issues”Microwave Remote Sensing Laboratory

Poor sensitivity in high winds● Investigation polarizations

Contamination by rain● Attenuation through atm.● Add'l surface roughening

by drops and/or downdrafts

Spatial smoothing● Extreme events smaller than

resolution

Page 34: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

34Electrical and Computer Engineering

What do we do?

Obtain scatterometer measurements in high-wind (and rain) regimes

• Hurricanes (typ. Aug-Oct)

– Based from Tampa, St. Croix, or Barbados

• High-latitude winter storms (Jan-Feb)

– Based from Anchorage, St. Johns, Halifax

How does it work?

Microwave Remote Sensing Laboratory

Page 35: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

35Electrical and Computer Engineering

Microwave Remote Sensing Laboratory

● Developed atNASA/UMass(C.T. Swift)

● Sold/maintainedby Prosensing, Inc.

● Nicknamed “the Smurf”

Page 36: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

36Electrical and Computer Engineering

Hurricane Reconnaisance

53rd Weather Reconnaisance Squadron

• Based at Keesler AFB in Biloxi, Mississippi

• Provide operational reconnaisance for National Hurricane Center (NHC) in Miami, FL.

• Fly specialized (W)C-130 aircraft

• These are the guys on the TV show “Hurricane Hunters”

NOAA Aircraft Operations Center

• Based at McDill AFB in Tampa, FL

• Do research reconnaisance for developing new observing techniques or studying storm structure.

• Fly specialized (W)P-3 aircraft.

• Periodically tasked by NHC for operational storm fixes.

Microwave Remote Sensing Laboratory

Page 37: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

37Electrical and Computer Engineering

Research Aircraft: Lockheed WP-3D

Microwave Remote Sensing Laboratory

Page 38: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

38Electrical and Computer Engineering

Research Aircraft: Lockheed WP-3D

LF Weather RadarTail Doppler RadarMicrowave

RadiometerSFMR

Microwave Remote Sensing Laboratory

Page 39: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

39Electrical and Computer Engineering

NOAA has 2 WP-3Ds:

N43RF “Miss Piggy”

Microwave Remote Sensing Laboratory

Page 40: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

40Electrical and Computer Engineering

In the cockpit...

Rabbit'sfoot

Microwave Remote Sensing Laboratory

Page 41: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

41Electrical and Computer Engineering

In the cockpit...

Rabbit'sfoot

Fuzzy dice

Microwave Remote Sensing Laboratory

Page 42: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

42Electrical and Computer Engineering

Aircraft Measurements

Flight-level winds pressure

Wind, temperature, humidity profiles

– via GPS dropsonde

Winds & precipitation aloft

– via tail Doppler radar

Surface-level winds

– via microwave radiometer & dropsonde

Sea surface temperature

– Expendable bathythermographs

Our measurements:

– Radar signature of sea-surface

– Precipitation between aircraft and sea-surface

Microwave Remote Sensing Laboratory

Page 43: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

43Electrical and Computer Engineering

Expendables

XBT: expendablebathythermograph

Microwave Remote Sensing Laboratory

Page 44: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

44Electrical and Computer Engineering

Our Radar

Imaging Wind & Rain Airborne Profiler

Microwave Remote Sensing Laboratory

Page 45: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

45Electrical and Computer Engineering

Our digs on the P-3

Radar electronics in the back

Data recording up front

Microwave Remote Sensing Laboratory

Page 46: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

46Electrical and Computer Engineering

Tasked Mission on 10/17/2014Microwave Remote Sensing Laboratory

Page 47: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

47Electrical and Computer Engineering

Tasked Mission on 10/17/2014Microwave Remote Sensing Laboratory

Page 48: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

48Electrical and Computer Engineering

Tasked Mission on 10/17/2014

Eyewall

Microwave Remote Sensing Laboratory

Page 49: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

49Electrical and Computer Engineering

Tasked Mission on 10/17/2014

Leg 1

2

3

Microwave Remote Sensing Laboratory

Page 50: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

50Electrical and Computer Engineering

Radar view from the eye...Microwave Remote Sensing Laboratory

Page 51: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

51Electrical and Computer Engineering

View from 8 kft just inside the eye...

Microwave Remote Sensing Laboratory

Page 52: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

52Electrical and Computer Engineering

Tasked Mission on 10/17/2014

High-WindsResearch

Microwave Remote Sensing Laboratory

Page 53: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

53Electrical and Computer Engineering

Tasked Mission on 10/17/2014

I threw up about here...

Microwave Remote Sensing Laboratory

Page 54: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

54Electrical and Computer Engineering

Sample NRCS ObservationsMicrowave Remote Sensing Laboratory

Page 55: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

55Electrical and Computer Engineering

The End

Page 56: Remote Sensing of Ocean Winds - UMass IGERT Offshore · PDF fileOffshore Wind Energy IGERT Seminar 3/5/2015 Remote Sensing of Ocean Winds. Electrical and Computer Engineering 2

56Electrical and Computer Engineering

Eye Transect of Hurricane Rita (Cat 5)