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压缩感知中四种贪婪类算法重构信号性能研究

裴文炯 李少东 杨军

空军雷达学院学报Issue(5):313-317,5.
空军雷达学院学报Issue(5):313-317,5.DOI:10.3969/j.issn.1673-8691.2012.05.001

压缩感知中四种贪婪类算法重构信号性能研究

Performance Study of Signal Reconstruction With Four Greedy Algorithms in CS

裴文炯 1李少东 1杨军2

作者信息

  • 1. 空军预警学院研究生管理大队,武汉430019
  • 2. 空军预警学院三系,武汉430019
  • 折叠

摘要

Abstract

  In consideration of class of greedy algorithm being one class of the algorithms used most widely in CS signal reconstruction, this paper gives a comprehensive comparison and analysis of four most typical algo-rithms in this class. Firstly, the four algorithms are analyzed theoretically, the relations among them compared and the corresponding implementation processes given respectively, and then the indices on measuring comprehensive-ly CS reconstruction algorithm are presented, based on which the performances of the four algorithms are entirely compared. By the theoretical analysis and simulation results, the relevant conclusions are also drawn in this paper.

关键词

稀疏信号/信号重构/贪婪算法/压缩感知

Key words

sparse signal/signal reconstruction/greedy algorithm/compressive sensing (CS)

分类

信息技术与安全科学

引用本文复制引用

裴文炯,李少东,杨军..压缩感知中四种贪婪类算法重构信号性能研究[J].空军雷达学院学报,2012,(5):313-317,5.

空军雷达学院学报

2097-180X

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