Title :
Phase unwrapping using discontinuity optimization
Author :
Flynn, Thomas J.
Author_Institution :
Sandia Nat. Labs., Albuquerque, NM, USA
Abstract :
In SAR interferometry, the periodicity of the phase must be removed using two-dimensional phase unwrapping. The goal of the procedure is to find a smooth surface in which large spatial phase differences, called discontinuities, are restricted to places where their presence is reasonable. The pioneering work of Goldstein et al. identified points of local unwrap inconsistency called residues, which must be connected by discontinuities. This paper presents an overview of recent work that treats phase unwrapping as a discrete optimization problem with the constraint that residues must be connected. Several algorithms use heuristic methods to reduce the total number of discontinuities. Constantini has introduced the weighted sum of discontinuity magnitudes as a criterion of unwrap error and shown how algorithms from optimization theory are used to minimize it. Pixels of low quality are given low weight to guide discontinuities away from smooth, high-quality regions. This method is generally robust, but if noise is severe it underestimates the steepness of slopes and the heights of peaks. This problem is mitigated by subtracting (module 2π) a smooth estimate of the unwrapped phase from the data, then unwrapping the resulting residual phase. The unwrapped residual is added to the smooth estimate to produce the final unwrapped phase. The estimate can be computed by lowpass filtering of an existing unwrapped phase; this makes possible an iterative algorithm in which the result of each iteration provides the estimate for the next. An example illustrates the results of optimal discontinuity placement and the improvement from unwrapping of the residual phase
Keywords :
geophysical signal processing; geophysical techniques; radar imaging; remote sensing by radar; spaceborne radar; synthetic aperture radar; topography (Earth); InSAR; SAR; SAR interferometry; discontinuity optimization; discrete optimization problem; geophysical measurement technique; interferometric SAR; iteration; iterative algorithm; land surface topography; lowpass filtering; optimal discontinuity placement; phase periodicity; phase unwrapping; radar imaging; radar remote sensing; residual phase; residues; spaceborne radar; terrain mapping; two-dimensional phase unwrapping; Constraint optimization; Cost function; Heuristic algorithms; Joining processes; Laboratories; Phase estimation; Postal services; Surface topography; Surface treatment; Synthetic aperture radar interferometry;
Conference_Titel :
Geoscience and Remote Sensing Symposium Proceedings, 1998. IGARSS '98. 1998 IEEE International
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4403-0
DOI :
10.1109/IGARSS.1998.702805