OCLeaS - A tomographic PSI Algorithm using Orthogonal Matching Pursuit and Complex Least Squares

被引:3
|
作者
Rebmeister, Matthieu [1 ]
Schenk, Andreas [1 ]
Bradley, Patrick Erik [1 ]
Doerr, Nils [1 ]
Hinz, Stefan [1 ]
机构
[1] Inst Photogrammetry & Remote Sensing, Engessersrasse 6, D-76131 Karlsruhe, Germany
关键词
Persistent Scatterer Interferometry; TomoSAR; Compressive Sensing; Parameter Estimation;
D O I
10.1016/j.procs.2021.01.143
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This letter describes an algorithm using Compressive Sensing to analyse a stack of SAR images to monitor small urban areas. It uses the combination of the Orthogonal Matching Pursuit and Complex Least Squares, in order to estimate the residual height, thermal dilation coefficient and the displacement rate associated with one or multiple dominant persistent scatterers in a SAR resolution cell. It can be interpreted as a hybrid tomographic-PSI algorithm. The proposed method is tested with simulated data over single and double PS. Then it is applied to a stack of 79 SAR scenes over the Central Business District of the city of Perth in Australia. The results are compared to a conventional algorithm. (C) 2021 The Authors. Published by Elsevier B.V.
引用
收藏
页码:220 / 230
页数:11
相关论文
共 50 条
  • [41] Research on Improvement of Stagewise Weak Orthogonal Matching Pursuit Algorithm
    Lan Pu
    Zhang Jiangtao
    Xia Kewen
    Zhou Qiao
    He Ziping
    PATTERN RECOGNITION AND IMAGE ANALYSIS, 2019, 29 (04) : 613 - 620
  • [42] An Orthogonal Matching Pursuit Algorithm Based on Singular Value Decomposition
    Zhang, Cui-juan
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2020, 39 (01) : 492 - 501
  • [43] Prestack seismic inversion based on orthogonal matching pursuit algorithm
    Liu, Xiaojing
    Yin, Xingyao
    Wu, Guochen
    Zong, Zhaoyun
    Shiyou Diqiu Wuli Kantan/Oil Geophysical Prospecting, 2015, 50 (05): : 925 - 935
  • [44] Recovery of sparse signals using parallel look ahead orthogonal matching pursuit algorithm
    Liu, Sujuan
    Cui, Chengkai
    Zheng, Lili
    Jiang, Shuyang
    SIGNAL IMAGE AND VIDEO PROCESSING, 2023, 17 (04) : 1401 - 1409
  • [45] Integrating flexible tree searches to orthogonal matching pursuit algorithm
    Karabulut, G. Z.
    Moura, L.
    Panario, D.
    Yongacoglu, A.
    IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 2006, 153 (05): : 538 - 548
  • [46] A Direction of Arrival Estimation Algorithm Based on Orthogonal Matching Pursuit
    Tang Junyao
    Cao Fei
    Liu Lipeng
    3RD INTERNATIONAL CONFERENCE ON ADVANCES IN ENERGY RESOURCES AND ENVIRONMENT ENGINEERING, 2018, 113
  • [47] A reducing iteration orthogonal matching pursuit algorithm for compressive sensing
    Wang R.
    Zhang J.
    Ren S.
    Li Q.
    Wang, Rui (wangrui@ustb.edu.cn), 1600, Tsinghua University (21): : 71 - 79
  • [48] A Reducing Iteration Orthogonal Matching Pursuit Algorithm for Compressive Sensing
    Wang, Rui
    Zhang, Jinglei
    Ren, Suli
    Li, Qingjuan
    TSINGHUA SCIENCE AND TECHNOLOGY, 2016, 21 (01) : 71 - 79
  • [49] An Adaptive Orthogonal Matching Pursuit Algorithm Based on Redundancy Dictionary
    Tian, Yumin
    Wang, Zhihui
    2013 10TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2013, : 578 - 582
  • [50] A Reducing Iteration Orthogonal Matching Pursuit Algorithm for Compressive Sensing
    Rui Wang
    Jinglei Zhang
    Suli Ren
    Qingjuan Li
    TsinghuaScienceandTechnology, 2016, 21 (01) : 71 - 79