New Designs on MVDR Robust Adaptive Beamforming Based on Optimal Steering Vector Estimation

自适应波束形成器 最大化 到达方向 波束赋形 天线阵 样本矩阵反演 算法 约束(计算机辅助设计) 计算机科学 数学优化 控制理论(社会学) 数学 协方差矩阵 天线(收音机) 电信 几何学 人工智能 控制(管理)
作者
Yongwei Huang,Mingkang Zhou,Sergiy A. Vorobyov
出处
期刊:IEEE Transactions on Signal Processing [Institute of Electrical and Electronics Engineers]
卷期号:67 (14): 3624-3638 被引量:47
标识
DOI:10.1109/tsp.2019.2918997
摘要

The robust adaptive beamforming design problem based on estimation of the signal of interest steering vector is considered in the paper. In this case, the optimal beamformer is obtained by computing the sample matrix inverse and an optimal estimate of the signal of interest steering vector. The common criteria to find the best estimate of the steering vector are the beamformer output SINR and output power, while the constraints assume as little as possible prior inaccurate knowledge about the signal of interest, the propagation media, and the antenna array. Herein, a new beamformer output power maximization problem is formulated and solved subject to a double-sided norm perturbation constraint, a similarity constraint, and a quadratic constraint that guarantees that the direction-of-arrival (DOA) of the signal of interest is away from the DOA region of all linear combinations of the interference steering vectors. In the new robust design, the prior information required consists of some allowable error norm bounds, the approximate knowledge of the antenna array geometry, and the angular sector of the signal of interest. It turns out that the array output power maximization problem is a non-convex QCQP problem with inhomogeneous constraints. However, we show that the problem is still solvable, and develop efficient algorithms for finding globally optimal estimate of the signal of interest steering vector. The results are generalized to the case where an ellipsoidal constraint is considered, and sufficient conditions for the global optimality are derived. In addition, a new quadratic constraint on the actual signal steering vector is proposed in order to improve the array performance. To validate our results, simulation examples are presented, and they demonstrate the improved performance of the new robust beamformers in terms of the output SINR as well as the output power.
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