基于改进变步长LMS算法的DOA估计方法

Y. Qin, Simin Li, Zhiling Tang
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引用次数: 3

摘要

波束形成算法作为阵列信号处理的一个重要分支,可以在期望信号的方向上形成增益,在干扰信号的方向上形成零,可以有效地抑制多径信号的干扰。针对经典空间谱估计算法对相干源估计分辨率不高的问题,提出了一种基于Witch函数和变步长LMS算法归一化的DOA估计方法。该方法将阵列方向图的倒数定义为空间频谱,将DOA估计视为峰值搜索。仿真结果表明,该方法能有效抑制多径信号的干扰。该方法与经典的空间谱估计方法具有相似的性能。与其他波束形成方法相比,该方法具有较快的收敛速度和较好的稳态性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
DOA Estimation Method Based On Improved Variable-Step-Size LMS Algorithm
As an important branch of array signal processing, the beamforming algorithm can form gain in the direction of the desired signal and null in the direction of the interference signal, which can effectively suppress the interference of multipath signals. To address the problem that the classical spatial spectrum estimation algorithm does not have high resolution for the estimation of coherent sources, a DOA estimation method based on the Witch function and normalization of variable-step-size LMS algorithm is proposed in this paper. By defining the reciprocal of the array pattern as the spatial spectrum, the proposed method regards the DOA estimation as a peak search. The simulation results show that the proposed method can effectively suppress the interference of multipath signals. And it has similar performance with the classical spatial spectrum estimation method. Compared with other beamforming methods, the proposed method has convergence speed and better stead-state performance.
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