离散时间LMS算法在窄带自适应阵列中的收敛性研究

K. Senne, L. Horowitz
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引用次数: 1

摘要

离散时间最小均二乘(LMS)算法常被提出用于自适应天线阵列。然而,在分析LMS的均方误差性能时,公开文献中的先前结果通常采用近似,这些近似仅在本质上静止的环境中非常缓慢的适应极限下有效。本文对离散时间LMS在窄带自适应阵列中的应用进行了精确均方误差分析。这些结果对LMS在快速适应条件下的瞬态响应提供了相当深入的了解,这在许多实际应用中具有重要意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
New results on convergence of the discrete-time LMS algorithm applied to narrowband adaptive arrays
The discrete-time, Least-Mean-Squares (LMS) algorithm is often proposed for application to adaptive antenna arrays. In analyzing the mean-square error performance of LMS, however, previous results in the open literature have generally employed approximations which are valid only in the limit for very slow adaptation in an essentially stationary environment. In this paper we apply an exact mean-square error analysis for the application of discrete-time LMS to narrow-band adaptive arrays. The results provide considerable insight into the transient response of LMS under conditions of rapid adaptation, which is of importance in many practical applications.
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