A robust adaptive array beamformer using particle swarm optimization for space-time code division multiple access systems

被引:9
作者
Chang, Jhih-Chung [1 ]
机构
[1] Ling Tung Univ, Dept Informat Technol, Taichung 408, Taiwan
关键词
Direction-of-arrival estimation; Minimum variance distortionless response; Particle swarm optimization; Taylor series expansion; DOA ESTIMATION; PERFORMANCE; STABILITY;
D O I
10.1016/j.ins.2014.03.036
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An adaptive beamformer often suffers from severe performance degradation when a mismatch exists in the steering vector of interest. In this study, a new approach to the robust adaptive beamforming technique is proposed based on minimum variance distortionless response (MVDR) for space-time systems. The proposed method combines particle swarm optimization (PSO) and Taylor series expansion to enable the use of direction-of-arrival (DOA) estimation. Taylor series expansion can be robust to pointer errors for the presumed steering vector. However, the Taylor approach is easily trapped at a local minimum, causing errors in DOA estimation. Therefore, a more accurate DOA estimate is necessary for MVDR beamforming. To resolve this problem, a DOA estimation approach featuring a high resolution and low computational load is presented in this paper. An initial DOA estimate is first determined using a PSO estimator. Next, the predominant DOA estimate is sent to the Taylor series expansion-based estimator to form an estimate. Several simulation results are provided to demonstrate the effectiveness of the proposed approach. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:174 / 186
页数:13
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