The Role of Regularization Parameter of Subspace-based Optimization Method in Solving Inverse Scattering Problems

被引:0
|
作者
Ye, Xiuzhu [1 ]
Chen, Xudong [1 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore
关键词
Inverse scattering; ill condition; regularization;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates a regularization scheme in the recently proposed subspace-based optimization method for solving inverse scattering problems. The number of leading singular values of a current-to-field mapping operator is found to balance the accuracy and the stability of the solution. If the number of leading singular values is chosen as a large number, the noise is amplified in the inverse process. On the other hand, if this parameter is chosen to be a small number, the convergence of the optimization method will be slow. This paper investigates the method of choosing the number of leading singular values of the current-to-field mapping operator.
引用
收藏
页码:1549 / 1552
页数:4
相关论文
共 50 条
  • [1] Subspace-Based Optimization Method for Solving Inverse-Scattering Problems
    Chen, Xudong
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2010, 48 (01): : 42 - 49
  • [2] Twofold subspace-based optimization method for solving inverse scattering problems
    Zhong, Yu
    Chen, Xudong
    INVERSE PROBLEMS, 2009, 25 (08)
  • [3] An FFT Twofold Subspace-Based Optimization Method for Solving Electromagnetic Inverse Scattering Problems
    Zhong, Yu
    Chen, Xudong
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2011, 59 (03) : 914 - 927
  • [4] Multiresolution subspace-based optimization method for inverse scattering problems
    Oliveri, Giacomo
    Zhong, Yu
    Chen, Xudong
    Massa, Andrea
    JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2011, 28 (10) : 2057 - 2069
  • [5] Cross-Correlated Subspace-Based Optimization Method for Solving Electromagnetic Inverse Scattering Problems
    Wang, Miao
    Sun, Shilong
    Dai, Dahai
    Zhang, Yongsheng
    Su, Yi
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2024, 72 (11) : 8575 - 8589
  • [6] Subspace-Based Conjugate-Gradient Method for Solving Inverse Scattering Problems
    Vargas, Jose O.
    Adriano, Ricardo
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2022, 70 (12) : 12139 - 12146
  • [7] Subspace-Based Variational Born Iterative Method for Solving Inverse Scattering Problems
    Liu, Zijian
    Nie, Zaiping
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2019, 16 (07) : 1017 - 1020
  • [8] A diagonalized improved subspace-based optimization method for solving 2-D inverse scattering problems
    Liu, Yulang
    Zhao, Zhiqin
    Zhu, Xiaozhang
    Yang, Wei
    Nie, Zaiping
    Liu, Qing-Huo
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2017, 59 (08) : 2089 - 2095
  • [9] Subspace-Based Optimization Method for Inverse Scattering Problems Utilizing Phaseless Data
    Pan, Li
    Zhong, Yu
    Chen, Xudong
    Yeo, Swee Ping
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (03): : 981 - 987
  • [10] Subspace-based optimization method for inverse scattering problems with an inhomogeneous background medium
    Chen, Xudong
    INVERSE PROBLEMS, 2010, 26 (07)