Efficient Real-Valued Rank Reduction Algorithm for DOA Estimation of Noncircular Sources Under Mutual Coupling

被引:8
|
作者
Xie, Jian [1 ,2 ,3 ]
Wang, Ling [1 ,2 ]
Wang, Yuexian [2 ]
机构
[1] Northwestern Polytech Univ, Res & Dev Inst, Shenzhen 518057, Peoples R China
[2] Northwestern Polytech Univ, Elect & Informat Sch, Xian 710072, Shaanxi, Peoples R China
[3] Shaanxi Lingyun Elect Grp Co Ltd, Baoji 721006, Peoples R China
来源
IEEE ACCESS | 2018年 / 6卷
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
DOA estimation; mutual coupling; noncircular sources; rank reduction; DIRECTION-OF-ARRIVAL; SENSOR-ARRAY CALIBRATION; MUSIC; SIGNALS; LOCALIZATION; PERFORMANCE; FIELD;
D O I
10.1109/ACCESS.2018.2877602
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Noncircular sources are widely used in wireless communication array systems, which can offer more accurate estimates and detect more sources. However, in practical array systems, the direction-of-arrival (DOA) estimation performance may be severely degraded by mutual coupling effects. To solve this problem, we propose a real-valued DOA estimation algorithm for noncircular sources under unknown mutual coupling. Based on the sources' noncircularity, an augmented real-valued covariance matrix is constructed. Then, utilizing the banded symmetric and Toeplitz property of the mutual coupling matrix, the middle subarray elements are considered as ideal ones, which have the same array gains. Finally, according to the subspace principle, a rank reduction-based virtual steering vector parameterizing method is derived, which extracts the DOAs from other nuisance parameters. Compared with conventional algorithms, the proposed one not only improves the estimation accuracy but also resolves more sources. Moreover, it is computationally efficient, since it only requires real-valued computations and 1-D spectral search. Numerical simulations demonstrate that the proposed method performs well under unknown mutual coupling and outperforms some of the existing approaches in resolution capability, estimation accuracy, and computational loads.
引用
收藏
页码:64450 / 64460
页数:11
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