跳到主要导航 跳到搜索 跳到主要内容

On optimization of the measurement matrix for distributed compressed estimation

  • Lizhong Bai
  • , Lijuan Jia*
  • , Yifei Liu
  • , Cheng Ma
  • , Zijiang Yang
  • *此作品的通讯作者
  • Beijing Institute of Technology
  • University of Southern California
  • Ibaraki University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

This paper proposes an efficient universal scheme based on the combination of compressed sensing and distributed cooperative estimation. This scheme is designed according to the application background of actual distributed estimation. An optimized measurement matrix is also presented, which can further improve the performance of the proposed actual distributed compressed estimation scheme. Simulations for a distributed sensor network based on the adapt-then-combine diffusion NLMS algorithm illustrate that the obtained measurement matrix effectively helps the proposed scheme achieving a better mean-squaredeviation performance and significantly improves convergence rate compared with other existing algorithms.

源语言英语
主期刊名Proceedings of the 38th Chinese Control Conference, CCC 2019
编辑Minyue Fu, Jian Sun
出版商IEEE Computer Society
3681-3685
页数5
ISBN(电子版)9789881563972
DOI
出版状态已出版 - 7月 2019
活动38th Chinese Control Conference, CCC 2019 - Guangzhou, 中国
期限: 27 7月 201930 7月 2019

丛书

姓名Chinese Control Conference, CCC
2019-July
ISSN(印刷版)1934-1768
ISSN(电子版)2161-2927

会议

会议38th Chinese Control Conference, CCC 2019
国家/地区中国
Guangzhou
时期27/07/1930/07/19

学术指纹

探究 'On optimization of the measurement matrix for distributed compressed estimation' 的科研主题。它们共同构成独一无二的学术指纹。

引用此