polarimetric implications of incidence angle variability for uavsar
TRANSCRIPT
Rick GuritzIGARSS Meeting, July 28 2011 1
Rick Guritz, Don Atwood1
Bruce Chapman, and Scott Hensley2
1) Alaska Satellite Facility
2) NASA Jet Propulsion Laboratory
POLARIMETRIC IMPLICATIONS OF INCIDENCE
ANGLE VARIABILITY FOR UAVSAR
Rick GuritzIGARSS Meeting, July 28 2011 2
UAVSAR
The UAVSAR L-band radar is housed in a pod flown on the NASA G-3
platform, shown here in flight over Edwards Air Force Base, California.
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NASA Jet Propulsion Lab’s UAVSAR Instrument
• Reconfigurable L-band, quad-polarimetric SAR
• Developed specifically for repeat track differential interferometry
• Designed to be flown aboard a UAV (Uninhabited Aerial Vehicle)
• Currently being flown aboard a Gulfstream III
• Mission-based data acquisition
UAVSAR
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NASA Jet Propulsion Lab’s UAVSAR Instrument
• Reconfigurable L-band, quad-polarimetric SAR
• Developed specifically for repeat track differential interferometry
• Designed to be flown aboard a UAV (Uninhabited Aerial Vehicle)
• Currently being flown aboard a Gulfstream III
• Mission-based data acquisition
• Lacks coverage of spaceborne SAR, but offers higher resolution
and better noise floor. Great data for PolSAR research.
• However airborne platform presents broad range of look angles,
possibly making classification more challenging
UAVSAR
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Motivation
• Investigate the affects of incidence angle
variation on polarimetric scattering mechanisms
– As noted by Dr. Lee in his summary talk Tuesday
• Ideal Radiometric Terrain Correction will require
knowledge of terrain type – No current RTC
algorithms address this
• Assess possible implications for polarimetric
classification
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Presentation Overview
• Introduce Project Study Area
• Show ellipsoidal and local incidence angle ranges
• Introduce statistical method for investigating scattering mechanisms
• Characterize impact of incidence angle on scattering mechanisms
• Analyze trends
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Land Cover Classificationof Yellowstone
ylwstn_26903_10067
Aug 10, 2010
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Ellipsoidal Incidence Angle
Ranges from 12 to 64 degrees
Incidence Angle Variability
70 degrees
0 degrees
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Hillshade DEM
Incidence Angle Variability
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Local Incidence Angle
Incidence Angle Variability
90 degrees
0 degrees
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Segmentation of Local Incidence Angle
Incidence Angle Variability
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Reference DataUSGS NLCD 2006
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Use PolSARpro and GIS to create a statistical characterization of
polarimetric scattering for individual land cover classes
Use to:
• Investigate the physics of scattering for specific classes
• Explore impact of varying the local incidence angle
Statistical Analysis of
Scattering Mechanisms
Surface
Double Bounce
Volume
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3x3 Multilooked C3 VanZyl Decomposition Convert to GeoTIFF
POA compensation Compute Class PDFs
in GIS
Polarimetric Processing
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Extracting Scattering
Strengths from Land Cover
GIS Procedure:
• Normalize the polarimetric decomposition components
(Surface, Double, Volume) for each resolution cell
• Determine Probability Distribution Function of Scattering
Strengths for each Land Cover Class
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Extracting Scattering
Strengths from Land Cover
GIS Procedure:
• Normalize the polarimetric decomposition components
(Surface, Double, Volume) for each resolution cell
• Determine Probability Distribution Function of Scattering
Strength for each Land Cover Class
Surface
Double Bounce
Volume
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VanZyl Decomposition
(all Incidence Angles)
Surface
Double Bounce
Volume
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Pixel Count per Incidence Angle
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Incidence Angle Analysis
Surface
Double Bounce
Volume
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Incidence Angle Analysis
Surface
Double Bounce
Volume
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Incidence Angle Analysis
Surface
Double Bounce
Volume
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Incidence Angle Analysis
Surface
Double Bounce
Volume
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Incidence Angle Analysis
Surface
Double Bounce
Volume
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Incidence Angle Analysis
Surface
Double Bounce
Volume
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Trend Analysis
Surface
Double Bounce
Volume
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Class: Evergreen
Surface
Double Bounce
Volume
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Class: Woody Wetlands
Surface
Double Bounce
Volume
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Class: Shrub/Scrub
Surface
Double Bounce
Volume
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Class: Herb/Grassland
Surface
Double Bounce
Volume
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Class: Emergent Herb Wetlands
Surface
Double Bounce
Volume
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Class: Barren Ground
Surface
Double Bounce
Volume
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Comparison:
• Scattering power of surface scattering drops off as function of angle
• Corresponding growth of volume and double bounce
• Barren ground exhibits strong specular reflection effect
Comparison:
Barren Ground vs Evergreen Forest
Surface
Double Bounce
Volume
Surface
Double Bounce
Volume
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Comparison:
Herb Wetlands vs Woody Wetlands
Comparison:
• Herb wetlands and woody wetlands differ in magnitude of surface
scattering
• Herb wetland exhibits rapid fall-off of surface scattering, similar to
barren ground
Surface
Double Bounce
Volume
Surface
Double Bounce
Volume
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Comparison:
Herb/Grassland vs Shrub/Scrub
Comparison:
• Trends for Herb/Grassland and Shrub/Scrub are remarkably
similar making it hard to distinguish these two vegetation classes
Surface
Double Bounce
Volume
Surface
Double Bounce
Volume
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Summary
• Introduced methodology for characterizing scattering mechanisms
using VanZyl decomposition
• VanZyl scattering mechanism vary strongly as a function of local
incidence angle for all classes
• Trend across classes included diminishing surface scattering and
increasing volume and double bounce scattering as incidence angle
increases
• This effect is most pronounced for smooth surfaced (e.g. barren
ground and emergent wetlands)
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Questions?
Rick Guritz
(907) 474-7886
Photo Credit: Don Atwood