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A sparse recovery algorithm for DOA estimation using weighted subspace fitting

delete2012-10-01
delete64
PRE
AI
N
Nan Hu
D
Dongyang Xu
S
Shenghong Cao
DOI:10.1016/j.sigpro.2012.03.020delete
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摘要

摘要

En 中文
A new algorithm involving sparse recovery is proposed to address the problem of direction-of-arrival (DOA) estimation using weighted subspace fitting (WSF). The proposed algorithm proves to be a modified version of l(1)-SVD by using an optimal weighting matrix, wherein a scheme of regularization between sparsity penalty and subspace fitting error is also given for all SNR range. Numerical simulations verify the efficiency of the proposed algorithm and illustrate the performance improvement in low SNR. (C) 2012 Elsevier B.V. All rights reserved.
Keyword:
Direction-of-arrival
Weighted subspace fitting
Sparse recovery
Second-order cone programming

期刊

Signal Processing 封面图
Signal Processing
IF:
3.6
论文数:
9.9K
被引数:
1.7W

机构

C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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