DOA estimation method for wideband signals by sparse recovery in frequency domain

被引:3
作者
Zhen, Jiaqi [1 ]
Wang, Zhifang [1 ]
机构
[1] Heilongjiang Univ, Coll Elect Engn, Harbin 150080, Heilongjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
super-resolution; direction of arrival; sparse recovery; frequency domain; wideband signals; SOURCE LOCALIZATION; RECONSTRUCTION; ARRAYS; ALGORITHM;
D O I
10.21629/JSEE.2017.05.06
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The traditional super-resolution direction finding methods based on sparse recovery need to divide the estimation space into several discrete angle grids, which will bring the final result some error. To this problem, a novel method for wideband signals by sparse recovery in the frequency domain is proposed. The optimization functions are found and solved by the received data at every frequency, on this basis, the sparse support set is obtained, then the direction of arrival (DOA) is acquired by integrating the information of all frequency bins, and the initial signal can also be recovered. This method avoids the error caused by sparse recovery methods based on grid division, and the degree of freedom is also expanded by array transformation, especially it has a preferable performance under the circumstances of a small number of snapshots and a low signal to noise ratio (SNR).
引用
收藏
页码:871 / 878
页数:8
相关论文
共 32 条
[1]  
[Anonymous], CVX: Matlab Software for Disciplined Con[1]vex Programming
[2]   Spike detection from inaccurate samplings [J].
Azais, Jean-Marc ;
de Castro, Yohann ;
Gamboa, Fabrice .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2015, 38 (02) :177-195
[3]   Sparse covariance fitting for direction of arrival estimation [J].
Blanco, Luis ;
Najar, Montse .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2012,
[4]  
Boyd S, 2004, CONVEX OPTIMIZATION
[5]  
Candes E, 2012, COMMUN PURE APPL MAT, V67, P906
[6]   Super-Resolution from Noisy Data [J].
Candes, Emmanuel J. ;
Fernandez-Granda, Carlos .
JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS, 2013, 19 (06) :1229-1254
[7]   Rank Awareness in Joint Sparse Recovery [J].
Davies, Mike E. ;
Eldar, Yonina C. .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2012, 58 (02) :1135-1146
[8]   ON FOCUSING MATRICES FOR WIDE-BAND ARRAY-PROCESSING [J].
DORON, MA ;
WEISS, AJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (06) :1295-1302
[9]   Block-Sparse Signals: Uncertainty Relations and Efficient Recovery [J].
Eldar, Yonina C. ;
Kuppinger, Patrick ;
Boelcskei, Helmut .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (06) :3042-3054
[10]  
Fernandez-Granda C, 2013, P 10 INT C SAMPL THE, P145