Normalized-Orthogonal Projection Beamforming Amid Heavy-Tailed Impulsive Noise of Unknown Statistics

Hongtao Li, Chen Gu, Xiaohua Zhu
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引用次数: 1

Abstract

This paper presents a new normalized orthogonal projection (NOP) beamforming technique, against arbitrary unknown heavy-tailed impulsive noises. To improve the performance of the beamformer amid heavy-tailed impulsive noise of unknown statistics, this new algorithm put the weight vector to the noise subspace based on orthogonal projection principles after the input signal being infinity-norm snapshot-normalized. This NOP beamformer is versatile and robust in any impulsive-noise and non-stationary noise model, in the sense that this beamformer is not tailored specifically to any specific impulsive noise model. This new NOP beamformer has these advantages: (1) needing neither prior information nor estimation of the impulsive noise's effective characteristic exponent's numerical value, (2) applicable to a wider class of heavy-tailed impulsive noises, (3) providing lower sidelobe and (4) offering better interference-rejection. Monte-Carlo simulation results verify the validity and superiority of the proposed algorithm.
未知统计量重尾脉冲噪声下的归一化正交投影波束形成
提出了一种新的针对任意未知重尾脉冲噪声的归一化正交投影波束形成技术。为了提高波束形成器在未知统计量重尾脉冲噪声环境下的性能,该算法将输入信号进行无穷范数快照归一化后,基于正交投影原理将权向量放到噪声子空间中。这种NOP波束形成器在任何脉冲噪声和非平稳噪声模型中都具有通用性和鲁棒性,因为这种波束形成器不是专门针对任何特定的脉冲噪声模型量身定制的。这种新型的NOP波束形成器具有以下优点:(1)既不需要先验信息,也不需要对脉冲噪声的有效特征指数的数值进行估计;(2)适用于更广泛的重尾脉冲噪声类别;(3)具有更低的副瓣;(4)具有更好的抗干扰性。蒙特卡罗仿真结果验证了该算法的有效性和优越性。
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