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低复杂度压缩感知中的快速观测方法

权磊 肖嵩 薛晓 李颖

西安电子科技大学学报(自然科学版)2017,Vol.44Issue(1):106-111,6.
西安电子科技大学学报(自然科学版)2017,Vol.44Issue(1):106-111,6.DOI:10.3969/j.issn.1001-2400.2017.01.019

低复杂度压缩感知中的快速观测方法

Fast sensing method in compressive sensing with low complexity

权磊 1肖嵩 1薛晓 1李颖1

作者信息

  • 1. 西安电子科技大学通信工程学院,陕西西安 710071
  • 折叠

摘要

Abstract

The random sensing algorithms are hard for hardware implementation while the deterministic sensing algorithms have difficulty in acquiring large signals in the sensing systems of compressive sensing . This paper proposes a fast sensing method for compressive sensing with low complexity . The input signal is firstly permuted by an m‐sequence controlled interleaving device . Then the permuted signal is transformed by the fast Walsh‐Hadamard transform and down sampled to generate the measurements . Theoretical analysis indicates that the entries of the corresponding sensing matrices are asymptotically normally distributed . Simulation results show that the sensing performance of the corresponding matrices is almost the same as that of completely random sensing operators with a shorter computational time cost . The proposed method has good sensing performance and is easier for hardware implementation , which is meaningful in practice .

关键词

压缩感知/快速观测/低复杂度/m序列

Key words

compressive sensing/fast sensing/low-complexity/m-sequence

分类

信息技术与安全科学

引用本文复制引用

权磊,肖嵩,薛晓,李颖..低复杂度压缩感知中的快速观测方法[J].西安电子科技大学学报(自然科学版),2017,44(1):106-111,6.

基金项目

国家自然科学基金资助项目(61372069);“111”工程资助项目 ()

西安电子科技大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1001-2400

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