Top Banner
“Analysis of the Time Evolution of Temporal Coherence using COSMO SkyMed HH and VV data” Balbarani, S.; Euillades P. A.; Euillades L. D.; Riveros N. C. CEDIAC Institute - National University of Cuyo Mendoza - Argentina
16

“Analysis of the Time Evolution of Temporal Coherence ...

Nov 04, 2021

Download

Documents

dariahiddleston
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: “Analysis of the Time Evolution of Temporal Coherence ...

“Analysis of the Time Evolution of Temporal Coherence using COSMO

SkyMed HH and VV data” Balbarani, S.; Euillades P. A.; Euillades L. D.; Riveros N. C.

CEDIAC Institute - National University of Cuyo Mendoza - Argentina

Page 2: “Analysis of the Time Evolution of Temporal Coherence ...

Background

DInSAR MT-InSAR SBAS PS

Interferometric Coherence

MLE Estimator

A Priori Model

Ferretti et al. (2001)

Berardino et al. (2002)

Seymour et al. (1994) Touzi et al. (1999) Zebker et al. (1992)

2nd Generation X-band SAR Systems COSMO SkyMed (ASI)

TerraSAR-X (DLR)

X-Band Decorrelation in DTS Context ¿HH or VV?

Page 3: “Analysis of the Time Evolution of Temporal Coherence ...

Area of Interest

Page 4: “Analysis of the Time Evolution of Temporal Coherence ...

COSMO SkyMed Data Interferometric Mode StripMap HIMAGE

Tx/Rx: HH and VV

Time Span ~ June, 2010 to March, 2012

Datasets: 32 HH & 30 VV

Raw data (Level 0) – HDF5

ASI - ID2154 Proyect: “Monitoring crustal deformation in Mendoza region with X-band dual polarization data and SBAS ”

Page 5: “Analysis of the Time Evolution of Temporal Coherence ...

Methodology CSK Raw Data - 32 HH 30 VV

SAR Images Co-registered

Focused & Parameters

Extraction

Interferometric Products Generation

Local Slope on Range Direction

Wang et al. (2010)

All Interferometric Pairs Determination

& DEM Extraction

Temporal Coherence

Maps

Coherence Maps & Interferograms

Co-registration

Range Matrix

ROIs Definition & Empirical

Study

Geometric Coherence Maps

Temporal Term Extraction

CSK Parameters

Incidence Angle

DEM in SAR Geometry

496 HH-HH 435 VV-VV

Range and Azimuth Spectral Shift Estimation

Gatelli et al. (1994)

Page 6: “Analysis of the Time Evolution of Temporal Coherence ...

Regions Of Interes - ROIs Mountainous

Agricultural

Bare Soil

Urban

Page 7: “Analysis of the Time Evolution of Temporal Coherence ...

Results ¿Coherent Pixel?

Criteria: Threeshold: 0.25 Percentage: 30%

Pixel status in terms of Temporal Coherence

91%

84%

93%

98%

Soil Coverage

Urban & Bare Soil

Mountainous & Agrucultural Soil

Vs.

Polarization

HH

Page 8: “Analysis of the Time Evolution of Temporal Coherence ...

Results

Statistical Analysis Temporal Baseline

32 days 48 days 64 days

…..

16 days

S1 A1 U3

Temporal Coherence - CSK HH (8 days) Master 10/21/2010 - Slave 10/29/2010

N~40

Page 9: “Analysis of the Time Evolution of Temporal Coherence ...

Results

HH-Pol

VV-Pol

Box and Wisker Plots

Page 10: “Analysis of the Time Evolution of Temporal Coherence ...

Results

HH-Pol

VV-Pol

Page 11: “Analysis of the Time Evolution of Temporal Coherence ...

Results

HH-Pol

VV-Pol

Page 12: “Analysis of the Time Evolution of Temporal Coherence ...

Results

HH-Pol

VV-Pol

Page 13: “Analysis of the Time Evolution of Temporal Coherence ...

Conclusions

1

2

Quantity of Coherent Pixels in the ROIs:

X-Band Temporal Decorrelation

• HH and VV similar behavior

• Urban and bare soils versus agricultural and mountanious soils

• Slightly higher number of pixels in HH polarization

• Different Histogram Distribution in urban coverage

• Seasonal behavior in presence of vegetation

• Temporal coherence loss in distributed scatterers (4 or 5 months)

• Possible higher values of VV temporal coherence in urban area

COSMO SkyMed Temporal Decorrelation (X-Band)

Page 14: “Analysis of the Time Evolution of Temporal Coherence ...

References • Berardino, P., Fornaro, G., Lanari, R., Sansosti, E., 2002. A new algorithm for surface deformation monitoring based

on small baseline differential SAR interferograms. IEEE Trans. Geosci. Remote Sens. 40, 2375–2383.

• COSMO SkyMed System, 2010. Description and Userguide: http://www.e-geos.it/products/pdf/csk-user_guide.pdf

• Ferretti, A., Prati, C., Rocca, F., 2001. Permanent scatterers in SAR interferometry. Geosci. Rem. Sens. IEEE. On 39, 8–20.

• Gabriel, A.K., Goldstein, R.M., Zebker, H.A., 1989. Mapping small elevation changes over large areas: differential radar interferometry. J. Geophys. Res. Solid Earth 1978–2012 94, 9183–9191.

• Gatelli, F., Monti Guarnieri, A., Parizzi, F., Pasquali, P., Prati, C. and Rocca, F., 1999. The wavenumber shift in SAR Interferometry, IEEE Transactions on Geoscience and Remote Sensing, 32(4):855–865.

• Massonnet, D. y K. Feigl, 1998. "Radar Interferometry and its Application to Changes in the Earth's Surface." Reviews of Geophysics. Vol 36, Nº 4, pp. 441-500

• Pepe, A., Lanari, R., 2006. On the extension of the minimum cost flow algorithm for phase unwrapping of multitemporal differential SAR interferograms. Geosci. Remote Sens. IEEE Trans. On 44, 2374–2383.

• Seymour, M. S. and Cumming, I. G., 1994. Maximum Likelyhood Estimation For SAR Interferometry, in: International Geoscience and Remote Sensing Symposium, Pasadena, CA, USA, 8–12 August 1994, pp. 2272–2275.

• Wang, T., Liao, M., Perissin, D., 2010. InSAR Coherence-Decomposition Analysis. IEEE Geosci. Rem. Sens. Let. 7, 156–160.

• Zebker, H.A., Villasenor, J., 1992. Decorrelation in interferometric radar echoes. Geosci. Remote Sens. IEEE Trans. On 30, 950–959.

Page 15: “Analysis of the Time Evolution of Temporal Coherence ...

Thank you for your attention!

[email protected]

Page 16: “Analysis of the Time Evolution of Temporal Coherence ...

Appendix