Joint estimation of source number and DOA using simulated annealing algorithm

被引:8
|
作者
Liang, Junli [1 ,2 ]
Liu, Ding [1 ]
机构
[1] Xian Univ Technol, Sch Automat & Informat Engn, Xian, Peoples R China
[2] Xian Univ Technol, Sch Comp Sci & Engn, Xian, Peoples R China
关键词
Array signal processing; Simulated annealing (SA) algorithm; Directions-of-arrival (DOA); Cumulant; NEAR-FIELD SOURCES; MODEL SELECTION; OPTIMIZATION; CUMULANT; SIGNALS;
D O I
10.1016/j.dsp.2009.08.007
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
The array signal processing problem has to do with two main issues: 1) the determination of source number; and 2) estimation of the directions-of-arrival (DOA) of these sources. In the classical methods, the determination of source number and the estimation of DOA parameters are executed independently rather than jointly. To jointly estimate source number and DOA, this paper proposes a simulated annealing-based algorithm. The key points of this paper are: i) the prior choices for some unknown parameters are calibrated to compute more efficiently; ii) a penalty term for the parameter number is added to the corresponding objective function Additionally to avoid overfitting; and iii) in order to move to the regions of interest quickly, some cumulants of properly chosen sensor outputs from the uniform linear array (ULA) is computed and their moduluses of Fourier transform (MFT) are mapped trickly to the uniform distribution. Finally simulation results are presented to validate the performance of the proposed method. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:887 / 899
页数:13
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