SPARSE SUPPORT RECOVERY FOR DOA ESTIMATION IN THE PRESENCE OF MUTUAL COUPLING

被引:0
作者
Elbir, Ahmet M. [1 ]
Tuncer, T. Engin [1 ]
机构
[1] Middle E Tech Univ, Dept Elect & Elect Engn, TR-06800 Ankara, Turkey
来源
2015 23RD EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO) | 2015年
关键词
Compressed sensing; Joint-sparse recovery; Mutual coupling; Multipath; DOA estimation; Uniform circular array; COHERENT SIGNALS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Direction-of-arrival (DOA) estimation in the presence of mutual coupling and coherent signals is a hard task for arbitrary sensor arrays including uniform circular array (UCA). While the coherent sources can be resolved using spatial smoothing algorithms for uniform linear and rectangular arrays, it cannot be applied to UCA. In this paper, a new technique is proposed for DOA estimation in UCA using a single snapshot. Joint-sparse recovery algorithm is proposed where the source signal spatial directions and coupling coefficients are embedded into a joint-sparse signal. A dictionary is defined according to restricted isometry and compressed sensing is employed for both DOA and coupling coefficient estimation. It is shown that the proposed method performs better than the alternative sparse recovery techniques.
引用
收藏
页码:1366 / 1370
页数:5
相关论文
共 23 条
[1]  
Bao QM, 2005, IEEE T AERO ELEC SYS, V41, P565
[2]  
Benjamin Friedlander, 1991, ANTENNAS PROPAGATION, V39, P273
[3]   Compressed Sensing: How Sharp Is the Restricted Isometry Property? [J].
Blanchard, Jeffrey D. ;
Cartis, Coralia ;
Tanner, Jared .
SIAM REVIEW, 2011, 53 (01) :105-125
[4]   An introduction to compressive sampling: A sensing/sampling paradigm that goes against the common knowledge in data acquisition [J].
Candes, Emmanuel J. ;
Wakin, Michael B. .
IEEE Signal Processing Magazine, 2008, 25 (02) :21-30
[5]   Stable signal recovery from incomplete and inaccurate measurements [J].
Candes, Emmanuel J. ;
Romberg, Justin K. ;
Tao, Terence .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2006, 59 (08) :1207-1223
[6]   Atomic decomposition by basis pursuit [J].
Chen, SSB ;
Donoho, DL ;
Saunders, MA .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1998, 20 (01) :33-61
[7]  
Chen Yih-min, 1997, SIGNAL PROCESSING IE, V45, P1689
[8]   A Recursive RARE Algorithm for DOA Estimation With Unknown Mutual Coupling [J].
Dai, Jisheng ;
Bao, Xu ;
Hu, Nan ;
Chang, Chunqi ;
Xu, Weichao .
IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2014, 13 :1593-1596
[9]   A Sparse Representation Method for DOA Estimation With Unknown Mutual Coupling [J].
Dai, Jisheng ;
Zhao, Dean ;
Ji, Xiaofu .
IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2012, 11 :1210-1213
[10]   Robust Recovery of Signals From a Structured Union of Subspaces [J].
Eldar, Yonina C. ;
Mishali, Moshe .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2009, 55 (11) :5302-5316