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Channel Sparsity-Aware Diagonal Structure Volterra Filters for Nonlinear Acoustic Echo Cancellation

机译:用于非线性回声消除的通道稀疏感知对角结构Volterra滤波器

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摘要

In this paper, we propose a channel sparsity-aware recursive least square (RLS) algorithm using sequential update for nonlinear acoustic echo cancellation (NAEC). The acoustic nonlinear echo path is modeled using the diagonal channel structure Volterra filters. The results are compared with the linear and functional-link artificial neural network (FLANN) filters. The improved performance is validated via computer simulations. The nonlinear echo canceller designed using a third-order Volterra filter offers the best echo cancellation performance while the canceller using the sparse third-order Volterra filter provides the compromised performance with a reduced computational load.
机译:在本文中,我们提出了一种使用顺序更新的信道稀疏感知递归最小二乘(RLS)算法,用于非线性声学回声消除(NAEC)。声学非线性回波路径使用对角通道结构Volterra滤波器建模。将结果与线性和功能链接人工神经网络(FLANN)过滤器进行比较。通过计算机仿真验证了改进的性能。使用三阶Volterra滤波器设计的非线性回波消除器可提供最佳的回声消除性能,而使用稀疏三阶Volterra滤波器的消除器则可提供折衷的性能,同时减少了计算负荷。

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