Sparse channel estimation using orthogonal matching pursuit algorithm

被引:0
|
作者
Karabulut, GZ [1 ]
Yongaçoglu, A [1 ]
机构
[1] Univ Ottawa, Sch Informat Technol & Engn, Ottawa, ON K1N 6N5, Canada
来源
VTC2004-FALL: 2004 IEEE 60TH VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-7: WIRELESS TECHNOLOGIES FOR GLOBAL SECURITY | 2004年
关键词
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Sparse channels are encountered in several communication applications. Exploiting the sparsity, a channel estimate can he obtained by using a matching pursuit (NIP) algorithm. Previously, it was demonstrated that the NIP based channel estimation outperforms the conventional least squares (LS) estimation algorithm for sparse channels. In this paper, we propose to use the orthogonal matching pursuit (OMP) algorithm for channel estimation. Using OMP, the convergence problem in NIP algorithm based on re-selection of the basis vectors is eliminated. It is also verified that by avoiding the re-selection problem, more accurate channel estimates can be obtained by using the OMP algorithm. The performances of decision feedback equalizers based on the channel estimates obtained by using MP and OMP algorithms are compared, verifying that the OMP outperforms the MP. with a comparable computational complexity.
引用
收藏
页码:3880 / 3884
页数:5
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