MUSIC-Like DOA Estimation Without Estimating the Number of Sources

被引:124
作者
Zhang, Ying [1 ]
Ng, Boon Poh [1 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
关键词
Beamforming; direction-of-arrival (DOA); generalized eigen-decomposition; ARRIVAL;
D O I
10.1109/TSP.2009.2037074
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
This paper presents a new direction-of-arrival (DOA) estimation algorithm, where DOA estimation is realized in the framework of beamforming by introducing a new optimization problem. The new optimization problem aims to minimize the variance of the array output subject to retaining the output power at the look direction and precluding a trivial solution. The proposed algorithm is equivalent to the multiple signal classification (MUSIC) algorithm in some special cases, it is therefore named as the MUSIC-like method. However, different from the classical MUSIC algorithm, the new method is not based on subspace decomposition and the number of sources is hence not required for direction finding. This enables us to avoid performance deterioration caused by incorrect source number estimation. The effectiveness and advantage of the proposed algorithm is theoretically investigated, and computational complexity is also addressed. To verify the theoretical analysis, computer simulations are implemented and comparisons with other algorithms are made.
引用
收藏
页码:1668 / 1676
页数:9
相关论文
共 19 条
[11]  
PAULRAJ A, 1985, P 19 AS C CIRC SYST, P83
[12]   ANALYSIS OF THE ASYMPTOTIC RELATIVE EFFICIENCY OF THE MUSIC ALGORITHM [J].
PORAT, B ;
FRIEDLANDER, B .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (04) :532-544
[13]  
Qi CY, 2004, 2004 4TH INTERNATIONAL CONFERENCE ON MICROWAVE AND MILLIMETER WAVE TECHNOLOGY PROCEEDINGS, P227
[14]   An RLS type algorithm for Generalized Eigendecomposition [J].
Rao, YN ;
Principe, JC .
NEURAL NETWORKS FOR SIGNAL PROCESSING XI, 2001, :263-272
[15]  
Samir A., 2008, IEEE SIGNAL PROCESS, V15, P797
[16]   MULTIPLE EMITTER LOCATION AND SIGNAL PARAMETER-ESTIMATION [J].
SCHMIDT, RO .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1986, 34 (03) :276-280
[17]  
SHA HY, 1986, LINEAR ALGEBRA APPL, V73, P147
[18]   MUSIC, MAXIMUM-LIKELIHOOD, AND CRAMER-RAO BOUND [J].
STOICA, P ;
NEHORAI, A .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (05) :720-741
[19]   FAST SUBSPACE DECOMPOSITION [J].
XU, GH ;
KAILATH, T .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (03) :539-551