A subspace method for direction of arrival estimation of uncorrelated emitter signals

被引:44
|
作者
Jansson, M [1 ]
Göransson, B [1 ]
Ottersten, B [1 ]
机构
[1] Royal Inst Technol, Dept Signals Sensors & Syst, KTH, S-10044 Stockholm, Sweden
关键词
algorithms; array signal processing; eigenvalues and eigenfunctions; linear algebra; maximum likelihood estimation; matrix decomposition; parameter estimation; singular value decomposition; spectral analysis; statistics;
D O I
10.1109/78.752593
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
Herein, a novel eigenstructure-based method for direction estimation is presented, The method assumes that the emitter signals are uncorrelated, Ideas from subspace and covariance matching methods are combined to yield a noniterative estimation algorithm when a uniform linear array is employed, The large sample performance of the estimator is analyzed. It is shown that the asymptotic variance of the direction estimates coincides with the relevant Cramer-Rao lower bound (CRB), A compact expression for the CRB is derived for the case when it is known that the signals are uncorrelated, and it is lower than the CRB that is' usually used in the array processing literature (assuming no particular structure for the signal co-variance matrix), The difference between the two CRB's can be large in difficult scenarios. This implies that in such scenarios, the proposed method has significantly better performance than existing subspace methods such as, for example, WSF, MUSIC, and ESPRIT, Numerical examples are provided to illustrate the obtained results.
引用
收藏
页码:945 / 956
页数:12
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