Adaptive fourth-order tensor beamformer

Xirui Zhang, Zhiwen Liu, Yougen Xu, Xiaofeng Gong
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引用次数: 2

Abstract

A novel tensor-based beamforming algorithm via multi-translation-invariant vector-sensor array is proposed. Largely different from the traditional ones, the spatial filtering is carried out on both macroscopic scale (between subarrays) and microscopic scale (between sensors of each subarray) in the new algorithm, in order to obtain the beamformer output. With different weight vectors being used in each scale, performance dominance of diverse algorithms can be combined effectively. Moreover, the contraction of covariance tensor implies smoothing operation to reduce the singularity of dual-scale covariance matrices. Consequently, the robustness of proposed algorithm to look direction and element position mismatch is increased in the case of high input-SNR (Signal-to-Noise-Ratio). Theoretical analysis and numerical simulations indicate that Dual-Scale-Combined (DSC) algorithm outperforms traditional beamformer in terms of robustness and convergence rate.
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自适应四阶张量波束形成器
提出了一种基于张量的多平移不变矢量传感器阵列波束形成算法。与传统算法有很大不同的是,新算法在宏观尺度(子阵列之间)和微观尺度(每个子阵列的传感器之间)上进行空间滤波,以获得波束形成器输出。在每个尺度上使用不同的权向量,可以有效地结合不同算法的性能优势。此外,协方差张量的收缩意味着平滑操作,以降低双尺度协方差矩阵的奇异性。因此,在高输入信噪比的情况下,该算法对方向和元素位置失配的鲁棒性得到了提高。理论分析和数值模拟表明,双尺度组合波束形成算法在鲁棒性和收敛速度方面优于传统的波束形成算法。
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