Using an Integer Least Squares Estimator to Connect Isolated InSAR Fringes in Earthquake Slip Inversion

Chisheng Wang, Xiaoli Ding, Qingquan Li, Xinjian Shan, Peng Liu

Research output: Journal article publicationJournal articleAcademic researchpeer-review

3 Citations (Scopus)

Abstract

Coherence loss is a critical issue in interferometric synthetic aperture radar geodesy, particularly when short-wavelength radar images are used to monitor earthquake deformation, and it may result in isolated fringes in an interferogram. The conventional unwrapping algorithms may incompletely unwrap or wrongly estimate the integer jumps between isolated fringes. In this paper, we propose a novel method to connect the isolated fringes in earthquake slip inversion. We use multiple starting points to unwrap the interferogram and then solve the integer ambiguities among the starting points by a dislocation-model-based integer least squares estimator. This estimator allows us to provide a quantitative evaluation of the reliability of the integer solutions in terms of two indicators (the success rate and residual ratio). The algorithm is robust to a certain degree of data noise and fault geometry error, as tested. Simulated experiments and case studies demonstrate that the proposed method can give better unwrapping results than the conventional approaches such as the minimum-cost flow (MCF), statistical-cost network-flow algorithm for phase unwrapping (SNAPHU), and iterative forms of MCF and SNAPHU with the assistance of a slip model. The earthquake slip inversion therefore benefits from the more accurate unwrapping results.
Original languageEnglish
Article number7372424
Pages (from-to)2899-2910
Number of pages12
JournalIEEE Transactions on Geoscience and Remote Sensing
Volume54
Issue number5
DOIs
Publication statusPublished - 1 May 2016

Keywords

  • Integer least squares
  • interferometric synthetic aperture radar (InSAR)
  • isolated fringes
  • slip distribution inversion

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Earth and Planetary Sciences(all)

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