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作者:

Yuan, Haiying (Yuan, Haiying.) | Song, Hongying (Song, Hongying.) | Sun, Xun (Sun, Xun.) | Guo, Kun (Guo, Kun.)

收录:

Scopus SCIE

摘要:

We construct and implement a compressive sensing measurement matrix based on improved size-compatible (ISC)-array low-density parity-check (LDPC) code. First, we propose an improved measurement matrix from the array LDPC code matrix. The proposed measurement matrix retains suitable quasi-cyclic structures and supports arbitrary code lengths. It also achieves a high perfect recovery percentage compared with a Gaussian random matrix of the same size. Second, we propose a hardware scheme using cycle shift registers to design the compressive sensing measurement matrix generator. This provides simple circuit architecture during the generation of the measurement matrix. According to simulation verifications, the measurement matrix construction method is effective and entails fewer shift registers and a lower area overhead by using a simplified hardware implementation scheme. The compressive sensing measurement matrix generator can generate all of the required elements in the ISC-array LDPC code matrix with an acceptable hardware overhead. Therefore, it can be widely applied to large-scale sparse signal compressive sensing.

关键词:

Area consumption Compressive sensing ISC-array LDPC code matrix Measurement matrix generator Sparse signal sampling

作者机构:

  • [ 1 ] [Yuan, Haiying]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Song, Hongying]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Guo, Kun]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 4 ] [Sun, Xun]Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China

通讯作者信息:

  • [Yuan, Haiying]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China

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相关关键词:

来源 :

CIRCUITS SYSTEMS AND SIGNAL PROCESSING

ISSN: 0278-081X

年份: 2016

期: 3

卷: 35

页码: 977-992

2 . 3 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:102

中科院分区:4

被引次数:

WoS核心集被引频次: 4

SCOPUS被引频次: 4

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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