DocumentCode
3348903
Title
Multibaseline gradient ambiguity resolution to support Minimum Cost Flow Phase Unwrapping
Author
Lachaise, Marie ; Bamler, Richard ; Gonzalez, Fernando Rodriguez
Author_Institution
Remote Sensing Technol. Inst., German Aerosp. Center (DLR), Wessling, Germany
fYear
2010
fDate
25-30 July 2010
Firstpage
4411
Lastpage
4414
Abstract
The TanDEM-X Mission has as primary objective to generate a high resolution global Digital Elevation Model. This paper proposes a new method for multibaseline Phase Unwrapping which is the critical point of this generation. We propose to combine both Minimum Cost Flow (MCF) and Maximum a Posteriori (MAP) estimation. The latter is used to solve phase gradient ambiguities. The problem is posed as an energy minimization one and solved using Belief Propagation (BP) which is an iterative process. Nevertheless, although very good results are obtained on loopy graphs, it is not guaranteed to converge. Thus, phase unwrapping of the most accurate interferogram is finally performed with the MCF algorithm and takes as input the unwrapped gradients.
Keywords
artificial satellites; belief networks; digital elevation models; estimation theory; gradient methods; minimisation; synthetic aperture radar; MAP estimation; MCF algorithm; TanDEM-X mission; belief propagation; energy minimization; high resolution global digital elevation model; iterative process; loopy graphs; maximum a posteriori estimation; minimum cost flow phase unwrapping; multibaseline gradient ambiguity resolution; multibaseline phase unwrapping; phase gradient ambiguity; unwrapped gradients; Algorithm design and analysis; Atmospheric modeling; Belief propagation; Joints; Maximum likelihood estimation; Minimization; Belief Propagation; Minimum Cost Flow; TanDEM-X; multibaseline phase unwrapping;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
Conference_Location
Honolulu, HI
ISSN
2153-6996
Print_ISBN
978-1-4244-9565-8
Electronic_ISBN
2153-6996
Type
conf
DOI
10.1109/IGARSS.2010.5652361
Filename
5652361
Link To Document