全自适应内插FIR滤波器的实现

E. Batista, R. Seara
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引用次数: 3

摘要

本文提出了一种利用最小均方(LMS)或归一化LMS算法实现全自适应插值有限脉冲响应(FAIFIR)结构的新策略。这种策略的目的是为了减轻同时适应组成FAIFIR结构的两个级联滤波器(稀疏滤波器和插值器)所引起的数值稳定性问题。在这种情况下,在不影响FAIFIR结构的计算复杂度和适用性的情况下,对插值器的结构进行了修改。得到了数值特性增强的自适应滤波器。数值仿真结果验证了所提策略的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the implementation of fully adaptive interpolated FIR filters
This paper presents a novel strategy for implementing fully adaptive interpolated finite impulse response (FAIFIR) structures using either the least-mean-square (LMS) or the normalized LMS algorithms. The aim of such a strategy is to mitigate numerical stability issues arising from simultaneously adapting the two cascaded filters (sparse filter and interpolator) that compose a FAIFIR structure. In this context, a modification in the structure of the interpolator is proposed with no impact on both the computational complexity and applicability of the FAIFIR structure. As a result, adaptive filters with enhanced numerical properties are obtained. Numerical simulation results are presented attesting the effectiveness of the proposed strategy.
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