Block-Refined Orthogonal Matching Pursuit for Sparse Signal Recovery

被引:1
|
作者
Ji, Ying [1 ]
Wu, Xiaofu [1 ]
Yan, Jun [1 ]
Zhu, Wei-ping [1 ]
Yang, Zhen [1 ]
机构
[1] Nanjing Univ Posts & Telecommun, Inst Signal Proc & Transmiss, Nanjing, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
compressive sensing; orthogonal matching pursuit; blockrefined orthogonal matching pursuit; refining strategy;
D O I
10.1587/trnasfun.E97.A.1787
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a variant of OMP algorithm named BROMP for sparse solution. In our algorithm, the update rule of MI' algorithm is employed to reduce the number of least square calculations and the refining strategy is introduced to further improve its performance. Simulations show that the proposed algorithm performs better than the OMP algorithm with significantly lower complexity.
引用
收藏
页码:1787 / 1790
页数:4
相关论文
共 50 条
  • [1] An Orthogonal Matching Pursuit with Thresholding Algorithm for Block-Sparse Signal Recovery
    Hu, Rui
    Xiang, Youjun
    Fu, Yuli
    Rong, Rong
    Chen, Zhen
    2015 SECOND INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND MACHINE INTELLIGENCE (ISCMI), 2015, : 56 - 59
  • [2] On the Sparse Signal Recovery with Parallel Orthogonal Matching Pursuit
    Park, Shin-Woong
    Park, Jeonghong
    Jung, Bang Chul
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2013, E96A (12) : 2728 - 2730
  • [3] Orthogonal Matching Pursuit for Sparse Signal Recovery With Noise
    Cai, T. Tony
    Wang, Lie
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2011, 57 (07) : 4680 - 4688
  • [4] Sparse signal recovery using orthogonal matching pursuit (OMP)
    Lobato Polo, Adriana Patricia
    Ruiz Coral, Rafael Humberto
    Quiroga Sepulveda, Julian Armando
    Recio Velez, Adolfo Leon
    INGENIERIA E INVESTIGACION, 2009, 29 (02): : 112 - 118
  • [5] Sparse Signal Recovery via Optimized Orthogonal Matching Pursuit
    Li, Zhilin
    Chen, Houjin
    Yao, Chang
    Li, Jupeng
    Yang, Na
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 3758 - 3761
  • [6] On recovery of block sparse signals via block generalized orthogonal matching pursuit
    Qi, Rui
    Yang, Diwei
    Zhang, Yujie
    Li, Hongwei
    SIGNAL PROCESSING, 2018, 153 : 34 - 46
  • [7] PIECEWISE SPARSE SIGNAL RECOVERY VIA PIECEWISE ORTHOGONAL MATCHING PURSUIT
    Li, Kezhi
    Rojas, Cristian R.
    Yang, Tao
    Hjalmarsson, Hakan
    Johansson, Karl H.
    Cong, Shuang
    2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 4608 - 4612
  • [8] Signal Denoising With Random Refined Orthogonal Matching Pursuit
    Li, Shutao
    Fang, Leyuan
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2012, 61 (01) : 26 - 34
  • [9] Sparse Signal Recovery Through Regularized Orthogonal Matching Pursuit for WSNs Applications
    Goyal, Poonam
    Singh, Brahmjit
    2019 6TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN), 2019, : 461 - 465
  • [10] EXACT SPARSE SIGNAL RECOVERY VIA ORTHOGONAL MATCHING PURSUIT WITH PRIOR INFORMATION
    Wen, Jinming
    Yu, Wei
    2019 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2019, : 5003 - 5007