An efficient sparse channel estimation method with predetermined sparsity

Han Wang, Jianguo Huang, Chengbing He, Qunfei Zhang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

3 Scopus citations

Abstract

The performance of frequency-domain equalization in a SC-FDE system is affected by the precision of channel estimation results and estimation methods based on compressive sensing have better performance in sparse channel condition such as underwater acoustic communication channels. However, the commonly used greedy algorithm in sparse channel estimation requires the sparsity to terminate the recursive process. Unlike many existing methods in which the sparsity is treated as a known factor, we propose a sparse channel estimation method with sparsity predetermined by wavelet decomposition. Typical LS estimation method is applied first and wavelet decomposition results of the estimated channel impulse response are used to set the threshold for determining the channel sparsity. With the predetermined sparsity, sparse channel estimation technique based on compressive sensing can achieve a better performance.

Original languageEnglish
Title of host publication2013 IEEE International Conference of IEEE Region 10, IEEE TENCON 2013 - Conference Proceedings
DOIs
StatePublished - 2013
Event2013 IEEE International Conference of IEEE Region 10, IEEE TENCON 2013 - Xi'an, Shaanxi, China
Duration: 22 Oct 201325 Oct 2013

Publication series

NameIEEE Region 10 Annual International Conference, Proceedings/TENCON
ISSN (Print)2159-3442
ISSN (Electronic)2159-3450

Conference

Conference2013 IEEE International Conference of IEEE Region 10, IEEE TENCON 2013
Country/TerritoryChina
CityXi'an, Shaanxi
Period22/10/1325/10/13

Keywords

  • compressive sensing
  • CoSaMP
  • OMP
  • sparse channel estimation
  • wavelet decomposition

Fingerprint

Dive into the research topics of 'An efficient sparse channel estimation method with predetermined sparsity'. Together they form a unique fingerprint.

Cite this