Robust Beamforming Based on Weighted Vector Norm Regularization

被引:1
|
作者
Ren, Xiaoying [1 ]
Wang, Yingmin [1 ]
Zhang, Lichen [2 ]
Wang, Qi [1 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian 710072, Peoples R China
[2] Syst Engn Res Inst, Beijing 100094, Peoples R China
基金
中国国家自然科学基金;
关键词
Array signal processing; Interference; Robustness; Signal to noise ratio; Loading; Covariance matrices; Power generation; Beamforming; robustness; regularization; spatial resolution; weighted vector norm; SPARSE REPRESENTATION; PERFORMANCE ANALYSIS; COVARIANCE-MATRIX; ARRAYS;
D O I
10.1109/ACCESS.2021.3090104
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Steering vector mismatch rapidly degrades the performance of the minimum variance distortionless response beamformer. To solve this problem, a robust beamforming method based on weighted vector norm regularization is proposed. First, the factors affecting the robustness of the beamformer are analyzed. Second, by introducing the weighted vector norm, an optimization problem is constructed to increase the robustness of the beamformer. Furthermore, the regularization coefficient is provided to achieve a balance between the output power and the robustness of the beamformer. Meanwhile, a method of finding the appropriate regularization coefficient is provided. Then, simulations of an irregular arc array are carried out, showing that the proposed method is robust to the snapshot number. Finally, the results and data analysis indicate the effectiveness of the proposed method.
引用
收藏
页码:88894 / 88901
页数:8
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