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(1)  ISEIS, Chinese University of Hong Kong, NT, Shatin, Hong Kong (2)  DEI, Politecnico di Milano, Milan, Italy (3)  DIEI, Università la Sapienza, Rome, Italy (4)  CETEMPS, University of L’Aquila, Italy (5)  DIIAR, Politecnico di Milano, Milan, Italy (6)  ESA,  ESTEC   Noordwijk, The Netherlands Vancouver, 28 th  July 2011 Mitigation of atmospheric delay in InSAR: the ESA METAWAVE project Daniele Perissin  (1) , Fabio Rocca ( 2 ) , Mauro Pierdicca ( 3 ) , Emanuela Pichelli ( 4 ) , Domenico Cimini ( 4 ) , Giovanna Venuti ( 5 ) , Bjorn Rommen ( 6 )
Mitigation of atmospheric delay in InSAR:  the ESA METAWAVE project Table of Contents 1. decomposition of atmospheric signal 2. connection between APS and IWV 3. experiments and performances (GPS, Meris, NWP) 4. PS precision assessment 5. Conclusions
Decomposition of atmospheric signal  (from InSAR point of view) Atmospheric components… - stratification (correlated with topography) - turbulence - spatially linear component  - The APS gathers spatially correlated noise components (also orbital artifacts)    spatially linear trends must be removed! - stationary part - variational part … which can be divided into Points to keep in mind - The APS contains only the variational part of the atmosphere
Connection between APS and IWV - in APS domain: differential way (multi-master) 2 different strategies for comparison/correction of APS - in IWV domain: stationary term + spatial linear terms must be provided by external data To be able to extract Water Vapor from the APS - in APS domain: pseudo-absolute way (single Master)     the Master delay is estimated and removed, so the  atmospheric delay can be compared day by day
Experiments and performances Table of Contents NWP data in Rome vs APS Meris data in Rome vs APS GPS data in Como vs APS
InSAR vs NWP T351, desce, 10UTC 30 images 10 std IWV maps T172, asce, 21UTC 41 images 20 std IWV maps Rome Envisat datasets
InSAR vs NWP NWP domain and topography
InSAR vs NWP “ differential” comparison IWV APS APS-IWV Scatter plot APS vs IWV APS-IWV APS-IWV vs SRTM
InSAR vs NWP “ differential” comparison IWV std APS std APS-IWV std IWV stratif. APS stratif. APS-IWV stratif.
Estimated Master APS Average IWV InSAR vs NWP “ pseudo-absolute” comparison
IWV APS APS-IWV Scatter plot APS vs IWV APS-IWV APS-IWV vs SRTM InSAR vs NWP “ pseudo-absolute” comparison
Scatter plot disp: 0.7 mm/km vs InSAR disp: 1.3 mm/km InSAR vs NWP Variational stratification MM5 can help reducing the stratification component
IWV APS APS-IWV Scatter plot APS vs IWV APS-IWV APS-IWV vs SRTM InSAR vs NWP Comparison of turbulent terms
Spatial cross-correlation Standard deviations [mm] InSAR vs NWP Comparison of turbulent terms
Cumulative distribution functions Test statistics Kolmogorov-Smirnov test InSAR vs NWP Comparison of turbulent terms MM5 turbulent term has very low correlation  with the APS one
InSAR vs NWP IWV evolution in time
Standard deviation vs delay InSAR vs NWP NWP-APS synchronization NO significant improvement
The average map has been subtracted InSAR vs NWP Impact of starting time 3 October 08, residuals after subtraction of stationary term Strong random component in MM5 simulations!! 00 06 11 06 11
InSAR vs MERIS T351, desce, 10UTC 30 images 26 Meris image T172, asce, 21UTC 41 images The Rome dataset No use for night passes Meris can be used only for day time passes
InSAR vs MERIS Examples in the Rome dataset Rome T351, morning passes 40% of loss Meris needs clear sky conditions
InSAR vs MERIS Spectral analysis Meris has spectral content closer to the APS one
InSAR vs MERIS Scatter plots and correlation Meris IWV [mm] InSAR IWV [mm] In our experiment the Meris success rate is quite low
InSAR vs GPS The Como test-site 480 descending, 10am (28 images) 487 ascending, 9pm   (38 images) 5 GPS stations, 5 overlapping days
descending track Different ways for estimating the GPS stationary term InSAR vs GPS ascending track
Correlation and deviation reduction InSAR vs GPS GPS has a 50% success rate   0.32 2.05 1.83 1.67 0.89 1.27 1.15 2.18   0.89 2.79 6.07 5.36 0.95 1.06 3.36 2.94   0.59 3.03 3.35 0.63 0.95 1.98 5.00 3.61   0.79 3.52 5.26 2.73 0.28 4.27 4.27 2.34   0.56 2.85 1.72 3.43 0.53 3.43 3.37 3.69   corr coeff diff std InSAR std GPS std corr coeff diff std InSAR std GPS std Descending  Ascending
D =1000 4.6mm*sqrt(0.036)=4.6*0.19=0.9mm.   InSAR alone 1mm path delay error if we interpolate PS’s distributed along a circle with 10km diameter APS interpolation in presence of PS’s By F. Rocca
Experiments and performances Conclusions at this time Meris:  spectral content closer to APS however usable only in clear sky stratification not very robust NWP: powerful tools in space and time strong random component useful for long spatial wavelengths and stratification GPS: highest accuracy reliability depends on density of ground stations PS: where PS’s are present, no better way to estimate the APS

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2011IgarssMetaw.ppt

  • 1. (1) ISEIS, Chinese University of Hong Kong, NT, Shatin, Hong Kong (2) DEI, Politecnico di Milano, Milan, Italy (3) DIEI, Università la Sapienza, Rome, Italy (4) CETEMPS, University of L’Aquila, Italy (5) DIIAR, Politecnico di Milano, Milan, Italy (6) ESA, ESTEC Noordwijk, The Netherlands Vancouver, 28 th July 2011 Mitigation of atmospheric delay in InSAR: the ESA METAWAVE project Daniele Perissin (1) , Fabio Rocca ( 2 ) , Mauro Pierdicca ( 3 ) , Emanuela Pichelli ( 4 ) , Domenico Cimini ( 4 ) , Giovanna Venuti ( 5 ) , Bjorn Rommen ( 6 )
  • 2. Mitigation of atmospheric delay in InSAR: the ESA METAWAVE project Table of Contents 1. decomposition of atmospheric signal 2. connection between APS and IWV 3. experiments and performances (GPS, Meris, NWP) 4. PS precision assessment 5. Conclusions
  • 3. Decomposition of atmospheric signal (from InSAR point of view) Atmospheric components… - stratification (correlated with topography) - turbulence - spatially linear component - The APS gathers spatially correlated noise components (also orbital artifacts)  spatially linear trends must be removed! - stationary part - variational part … which can be divided into Points to keep in mind - The APS contains only the variational part of the atmosphere
  • 4. Connection between APS and IWV - in APS domain: differential way (multi-master) 2 different strategies for comparison/correction of APS - in IWV domain: stationary term + spatial linear terms must be provided by external data To be able to extract Water Vapor from the APS - in APS domain: pseudo-absolute way (single Master)  the Master delay is estimated and removed, so the atmospheric delay can be compared day by day
  • 5. Experiments and performances Table of Contents NWP data in Rome vs APS Meris data in Rome vs APS GPS data in Como vs APS
  • 6. InSAR vs NWP T351, desce, 10UTC 30 images 10 std IWV maps T172, asce, 21UTC 41 images 20 std IWV maps Rome Envisat datasets
  • 7. InSAR vs NWP NWP domain and topography
  • 8. InSAR vs NWP “ differential” comparison IWV APS APS-IWV Scatter plot APS vs IWV APS-IWV APS-IWV vs SRTM
  • 9. InSAR vs NWP “ differential” comparison IWV std APS std APS-IWV std IWV stratif. APS stratif. APS-IWV stratif.
  • 10. Estimated Master APS Average IWV InSAR vs NWP “ pseudo-absolute” comparison
  • 11. IWV APS APS-IWV Scatter plot APS vs IWV APS-IWV APS-IWV vs SRTM InSAR vs NWP “ pseudo-absolute” comparison
  • 12. Scatter plot disp: 0.7 mm/km vs InSAR disp: 1.3 mm/km InSAR vs NWP Variational stratification MM5 can help reducing the stratification component
  • 13. IWV APS APS-IWV Scatter plot APS vs IWV APS-IWV APS-IWV vs SRTM InSAR vs NWP Comparison of turbulent terms
  • 14. Spatial cross-correlation Standard deviations [mm] InSAR vs NWP Comparison of turbulent terms
  • 15. Cumulative distribution functions Test statistics Kolmogorov-Smirnov test InSAR vs NWP Comparison of turbulent terms MM5 turbulent term has very low correlation with the APS one
  • 16. InSAR vs NWP IWV evolution in time
  • 17. Standard deviation vs delay InSAR vs NWP NWP-APS synchronization NO significant improvement
  • 18. The average map has been subtracted InSAR vs NWP Impact of starting time 3 October 08, residuals after subtraction of stationary term Strong random component in MM5 simulations!! 00 06 11 06 11
  • 19. InSAR vs MERIS T351, desce, 10UTC 30 images 26 Meris image T172, asce, 21UTC 41 images The Rome dataset No use for night passes Meris can be used only for day time passes
  • 20. InSAR vs MERIS Examples in the Rome dataset Rome T351, morning passes 40% of loss Meris needs clear sky conditions
  • 21. InSAR vs MERIS Spectral analysis Meris has spectral content closer to the APS one
  • 22. InSAR vs MERIS Scatter plots and correlation Meris IWV [mm] InSAR IWV [mm] In our experiment the Meris success rate is quite low
  • 23. InSAR vs GPS The Como test-site 480 descending, 10am (28 images) 487 ascending, 9pm (38 images) 5 GPS stations, 5 overlapping days
  • 24. descending track Different ways for estimating the GPS stationary term InSAR vs GPS ascending track
  • 25. Correlation and deviation reduction InSAR vs GPS GPS has a 50% success rate   0.32 2.05 1.83 1.67 0.89 1.27 1.15 2.18   0.89 2.79 6.07 5.36 0.95 1.06 3.36 2.94   0.59 3.03 3.35 0.63 0.95 1.98 5.00 3.61   0.79 3.52 5.26 2.73 0.28 4.27 4.27 2.34   0.56 2.85 1.72 3.43 0.53 3.43 3.37 3.69   corr coeff diff std InSAR std GPS std corr coeff diff std InSAR std GPS std Descending Ascending
  • 26. D =1000 4.6mm*sqrt(0.036)=4.6*0.19=0.9mm. InSAR alone 1mm path delay error if we interpolate PS’s distributed along a circle with 10km diameter APS interpolation in presence of PS’s By F. Rocca
  • 27. Experiments and performances Conclusions at this time Meris: spectral content closer to APS however usable only in clear sky stratification not very robust NWP: powerful tools in space and time strong random component useful for long spatial wavelengths and stratification GPS: highest accuracy reliability depends on density of ground stations PS: where PS’s are present, no better way to estimate the APS