fr3.l09 - reducing ionospheric decorrelation effects in insar data using accurate coregistration

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Reducing Ionospheric Decorrelation Effects in InSAR Data Using Accurate Coregistration Albert C. Chen Howard A. Zebker Stanford University Electrical Engineering Department IGARSS, 2010, Honolulu, HI FR3.L09.2

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Page 1: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Reducing Ionospheric DecorrelationEffects in InSAR Data Using Accurate

Coregistration

Albert C. ChenHoward A. Zebker

Stanford UniversityElectrical Engineering Department

IGARSS, 2010, Honolulu, HIFR3.L09.2

Page 2: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Overview

1. Background: Ionospheric effects in InSAR

2. Empirical Observations: Azimuth offsets

3. Results: improved coherence and phasecorrection

4. Conclusions

Page 3: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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

Page 4: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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

Page 5: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Theory: Ionospheric Azimuth Offset

Albert C. Chen 5

point target

synthetic aperture length

…TEC vs. azimuth

23.400

2

21 RxfTECTEC

x

Page 6: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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

Page 7: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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

Page 8: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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

Page 9: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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

Page 10: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Observation: Azimuth StreaksGreenland

Interferogram Coherence

Page 11: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Observation: Azimuth StreaksIceland

Interferogram Coherence

Page 12: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Empirical Analysis: Azimuth OffsetsGreenland

Interferogram Coherence Azimuth offset

Page 13: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Empirical Analysis: Azimuth OffsetsIceland

Interferogram Coherence Azimuth offset

-4 0 40 0.5 1-π 0 π

Page 14: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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”

Page 15: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Results: Improved Interferogramlow-order

polynomial offsetinterferogram

accuratecoregistrationinterferogram

accuratecoregistration

coherence

low-orderpolynomial offset

coherence

Greenland

Page 16: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Results: Improved Coherence

Page 17: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Results: Residual Decorrelation

“background coherence”

azimuthal profile

Page 18: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Results: Ionospheric Phase ScreenGreenland

Near RangeIonospheric Phase

Page 19: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Results: Ionospheric Phase ScreenGreenland

Original Interferogram Corrected Interferogram

Page 20: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Iceland: Smoothed offsetsEstimated Offsets Outliers Removed Smoothed Offset

Iceland

-4 0 4

Page 21: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Results: Improved Interferogram

Page 22: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Results: Improved CoherenceIceland

Page 23: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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.)

Page 24: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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

Page 25: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Method: Offset Measurement

By parallelizing our code using OpenMP, wecan calculate a “dense” offset field without

sacrificing speed

Page 26: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

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.

Page 27: FR3.L09 - REDUCING IONOSPHERIC DECORRELATION EFFECTS IN INSAR DATA USING ACCURATE COREGISTRATION

Method: Resampling

Sinc Resampler

),(),(

11

11

RxxRxR

),( 111 Rxs

),( 112 Rxs

BilinearInterpolation

*21ss