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
  • [31] INITIALIZING WEIGHTS OF A MULTILAYER PERCEPTRON NETWORK BY USING THE ORTHOGONAL LEAST-SQUARES ALGORITHM
    LEHTOKANGAS, M
    SAARINEN, J
    KASKI, K
    HUUHTANEN, P
    NEURAL COMPUTATION, 1995, 7 (05) : 982 - 999
  • [32] EFFICIENT COMPUTATIONAL SCHEMES FOR THE ORTHOGONAL LEAST-SQUARES ALGORITHM
    CHNG, ES
    CHEN, S
    MULGREW, B
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (01) : 373 - 376
  • [33] A Recursive Orthogonal Least Squares Algorithm for Training RBF Networks
    D.L. Yu
    J.B. Gomm
    D. Williams
    Neural Processing Letters, 1997, 5 : 167 - 176
  • [34] A recursive orthogonal least squares algorithm for training RBF networks
    Yu, DL
    Gomm, JB
    Williams, D
    NEURAL PROCESSING LETTERS, 1997, 5 (03) : 167 - 176
  • [35] Recursive orthogonal least squares algorithm for training RBF networks
    Liverpool John Moores Univ, Liverpool, United Kingdom
    Neural Process Letters, 3 (167-176):
  • [36] ALGORITHM-28 - LEAST SQUARES FIT BY ORTHOGONAL POLYNOMIALS
    MACKINNEY, JG
    COMMUNICATIONS OF THE ACM, 1960, 3 (11) : 604 - 604
  • [37] Recovery of sparse signals using parallel look ahead orthogonal matching pursuit algorithm
    Sujuan Liu
    Chengkai Cui
    Lili Zheng
    Shuyang Jiang
    Signal, Image and Video Processing, 2023, 17 : 1401 - 1409
  • [38] A Tree-based Regularized Orthogonal Matching Pursuit Algorithm
    Li, Zhilin
    Xu, Wenbo
    Wang, Yue
    Lin, Jiaru
    2015 22ND INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS (ICT), 2015, : 343 - 347
  • [39] An Orthogonal Matching Pursuit Algorithm Based on Singular Value Decomposition
    Cui-juan Zhang
    Circuits, Systems, and Signal Processing, 2020, 39 : 492 - 501
  • [40] Compressed Sensing Data Reconstruction Using Adaptive Generalized Orthogonal Matching Pursuit Algorithm
    Sun, Hui
    Ni, Lin
    2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), 2013, : 1102 - 1106