A general derivation of Wave-Domain Adaptive Filtering and application to acoustic echo cancellation

H. Buchner, S. Spors
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引用次数: 21

Abstract

Wave-domain adaptive filtering (WDAF) was introduced as an efficient spatio-temporal generalization of the popular frequency-domain adaptive filtering (FDAF). Through the incorporation of the mathematical foundations on wavefields, WDAF is suitable even for massive MIMO systems with highly cross-correlated broadband input signals. In this paper, we present a new rigorous derivation of WDAF leading to a whole class of powerful MIMO adaptation algorithms within a compact matrix framework. We show efficient approximations which provide both new efficient WDAF realizations and interesting links to well-known algorithms (including the various FDAF algorithms). Due to the rigorous approach, we obtain important practical design rules.
波域自适应滤波的一般推导及其在声回波消除中的应用
波域自适应滤波(WDAF)是目前流行的频域自适应滤波(FDAF)的一种有效的时空推广。通过结合波场的数学基础,WDAF甚至适用于具有高交叉相关宽带输入信号的大规模MIMO系统。在本文中,我们提出了一种新的严格的WDAF推导,从而在紧凑的矩阵框架内产生了一整套强大的MIMO自适应算法。我们展示了高效的近似,提供了新的高效WDAF实现和与知名算法(包括各种FDAF算法)的有趣链接。由于严谨的方法,我们获得了重要的实用设计规则。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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