Compressive sensing for neutrospheric water vapor tomography using GNSS and InSAR observations

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn 2015-November, Issue , 2015, Pages 5268-5271

  Heublein, Marion ^a,b   Zhu, Xiao Xiang ^a,c   Alshawaf, Fadwa ^b   Mayer, Michael ^b   Bamler, Richard ^a,c   Hinz, Stefan ^b  

^a GERMAN AEROSPACE CENTER DLR   (Germany)

^b KARLSRUHE INSTITUTE OF TECHNOLOGY   (Germany)

^c TECHNICAL UNIVERSITY OF MUNICH   (Germany)

Author keywords

Atmospheric modeling; Compressive Sensing; GNSS; InSAR; tomographic reconstruction

Indexed keywords

EID: 84962543568     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2015.7327023     Document Type: Conference Paper

References (11)

1. M. Bevis, S. Businger, T. A. Herring, C. Rocken, R. A. Anthes, and R. H. Ware, "GPS Meteorology: Remote Sensing of Atmospheric Water Vapor using the Global Positioning System," Journal of Geophysical Research: Atmospheres, 97(D14), pp. 15787-15801, 1992.
2. F. Alshawaf, S. Hinz, M. Mayer, and F. Meyer, "Constructing accurate maps of atmospheric water vapor by combining interferometric synthetic aperture radar and GNSS observations," Journal of Geophysical Research: Atmospheres, 120(4), pp. 1391-1403, 2015.
3. J. Kouba and P. Héroux, "GPS Precise Point Positioning using IGS Orbit and Clock Products," GPS Solutions, 5(2), pp. 12-28, 2000.
4. A. Hooper, P. Segall, and H. Zebker, "Persistent scatterer interferometric synthetic aperture radar for crustal deformation analysis, with application to Volcán Alcedo, Galápagos," Journal of Geophysical Research: Solid Earth, 112(B7), 2007.
5. D. Calvetti and L. Reichel, "Tikhonov regularization with a solution constraint," SIAM Journal on Scientific Computing, 26, pp. 224-239, 2004.
6. X. X. Zhu and R. Bamler, "Compressive sensing for high resolution differential SAR tomography-the SL1MMER algorithm," IEEE International Geoscience and Remote Sensing Symposium, pp. 17-20, 2010.
7. B. Smits, "Efficiency issues for ray tracing," Journal of Graphics Tools, 3(2), pp. 1-14, 1999.
8. T. Schüler, "On ground-based GPS tropospheric delay estimation," Universität der Bundeswehr München, 2001.
9. Y.-L. Chan and W.-C. Siu, "Variable Temporal-Length 3-D Discrete Cosine Transform Coding," IEEE Transactions on Image Processing, 6(5), pp. 758-763, 1997.
10. E. Candès and M. B. Wakin, "An Introduction to Compressive Sampling," IEEE Signal Processsing Magazine, 25(2), pp. 21-30, 2008.
11. T. T. Cai, L. Wang, and G. Xu, "New bounds for restricted isometry constants," IEEE Transactions on Information Theory, 56(9), pp. 4388-4394, 2010.