fr3.l09 - reducing ionospheric decorrelation effects in insar data using accurate coregistration
TRANSCRIPT
Reducing Ionospheric DecorrelationEffects in InSAR Data Using Accurate
Coregistration
Albert C. ChenHoward A. Zebker
Stanford UniversityElectrical Engineering Department
IGARSS, 2010, Honolulu, HIFR3.L09.2
Overview
1. Background: Ionospheric effects in InSAR
2. Empirical Observations: Azimuth offsets
3. Results: improved coherence and phasecorrection
4. Conclusions
Ionosphere in ALOS Imaging
Earth surface
Altitude (km)
~ 2 Lightning
~ 10 Commercial aircraft, airborne SAR
100 E-layer (due to X-ray and UV ionization)
300 F-layer (due to UV ionization)
700 ALOS satellite orbit altitude
Ionosphere
384,000 moon
plasma, magnetic fieldaffect wave propagation
95% of atmospheric watervapor is below 5 km
Theory: Ionospheric Phase
2122,1,23.404TECTEC
f
SARiono
SARiono
InSARiono
3
2
2
22 cos1
fff
ff
n Bpp Dispersive
Birefringent
e
epp m
enf0
2
21
2
e
BB m
eBf
21
2
Theory: Ionospheric Azimuth Offset
Albert C. Chen 5
point target
synthetic aperture length
…TEC vs. azimuth
23.400
2
21 RxfTECTEC
x
Background: Ionospheric effects inInSAR data
K.E. Mattar and A.L. Gray“Reducing ionospheric electron density error in satellite
radar interferometry applications”Can. J. Remote Sensing
Vol. 28, No. 4, pp. 593-600, Aug. 2002.
ERS 1/ERS 2 Tandem InterferogramMarch 18-19, 1996Northern Canada
C-band interferogram
Background: Ionospheric effects inInSAR data
U. Wegmuller, C. Werner, T. Strozzi, A. Wiesmann“Ionospheric electron concentration effects on SAR
and InSAR”IGARSS 2006
JERS Repeat-pass InterferogramMarch 23 – May 6, 1994
Svalbard, Norway?
L-band interferogram
Central Greenland Dataset
Instrument ALOS-PALSAR (ascending orbit)
Acquisition Dates 09 Mar 2007 – 24 Apr 2007
Temporal baseline 46 days
Perpendicular baseline 155 m
Radar wavelength 23.61 cm
Scene center 76.887° N, -34.772° E
Source: Google Earth
Scene Location Radar Brightness Image
Iceland Dataset
Source: Google Earth
Instrument ALOS-PALSAR (ascending orbit)
Acquisition Dates 02 Sept 2007 – 18 Oct 2007
Temporal baseline 46 days
Perpendicular baseline 511 m
Radar wavelength 23.61 cm
Scene center 64.657° N, -18.573° E
Scene Location
Radar Brightness Image
Observation: Azimuth StreaksGreenland
Interferogram Coherence
Observation: Azimuth StreaksIceland
Interferogram Coherence
Empirical Analysis: Azimuth OffsetsGreenland
Interferogram Coherence Azimuth offset
Empirical Analysis: Azimuth OffsetsIceland
Interferogram Coherence Azimuth offset
-4 0 40 0.5 1-π 0 π
Empirical Analysis:Coherence vs. Misregistration
coregnoisethermaltemporalspatial
C
else,0
1/0),/sinc( coreg
Best fit model:C = 0.693δ = 1.65
Theoretical δ (pixels/resel): 1.4
“background coherence”
Results: Improved Interferogramlow-order
polynomial offsetinterferogram
accuratecoregistrationinterferogram
accuratecoregistration
coherence
low-orderpolynomial offset
coherence
Greenland
Results: Improved Coherence
Results: Residual Decorrelation
“background coherence”
azimuthal profile
Results: Ionospheric Phase ScreenGreenland
Near RangeIonospheric Phase
Results: Ionospheric Phase ScreenGreenland
Original Interferogram Corrected Interferogram
Iceland: Smoothed offsetsEstimated Offsets Outliers Removed Smoothed Offset
Iceland
-4 0 4
Results: Improved Interferogram
Results: Improved CoherenceIceland
Conclusions
1. Spatially variable TEC causes spatially variableazimuth offsets
2. Accurate coregistration method reduces ionosphericdecorrelation
3. Ionospheric phase can be estimated to first-order, andremoved from interferograms
4. Accurate InSAR measurements of ice velocity, crustaldeformation, etc. requires compensation ofionospheric effects.
5. Ionospheric correction methods needed and feasiblefor L-band InSAR (ALOS, JERS, upcoming DESDynI,etc.)
Acknowledgments
This work is supported in part by the Reed-HodgsonStanford Graduate Fellowship.
We would like to thank the following for their helpful suggestions:
Mark SimonsSigrid Close
Piyush ShankerJingyi Chen
Tom Rune Lauknes
Method: Offset Measurement
By parallelizing our code using OpenMP, wecan calculate a “dense” offset field without
sacrificing speed
Method: Offset Smoothing
Iceland Offset Estimate / Coherence Scatter Plot
Accept estimates where:
• Coherence > 0.68
• Azimuth offset < 4 pixels
• Range offset < 2 pixels
Use Delaunay Triangulation tofill in gaps.
Method: Resampling
Sinc Resampler
),(),(
11
11
RxxRxR
),( 111 Rxs
),( 112 Rxs
BilinearInterpolation
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