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首页> 外文期刊>IEEE transactions on circuits and systems. II, Express briefs >A Nonlinear Acoustic Echo Canceller Using Sigmoid Transform in Conjunction With RLS Algorithm
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A Nonlinear Acoustic Echo Canceller Using Sigmoid Transform in Conjunction With RLS Algorithm

机译:结合Sigmoid变换和RLS算法的非线性声学回声消除器

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Nonlinearity of amplifiers and/or loudspeakers gives rise to nonlinear echo in acoustic systems, which seriously degrades the performance of speech and audio communications. Many nonlinear acoustic echo cancellation (AEC) methods have been proposed. In this paper, a simple yet efficient nonlinear echo cancellation scheme is presented by using an adaptable sigmoid function in conjunction with a conventional transversal adaptive filter. The new scheme uses the least mean square (LMS) algorithm to update the parameters of sigmoid function and the recursive least square (RLS) algorithm to determine the coefficient vector of the transversal filter. The proposed AEC is proved to be convergent under some mild assumptions. Computer simulations show that the proposed scheme gives a superior echo cancellation performance over the well known Volterra filter approach when the echo path suffers from the saturation-type nonlinear distortion. More importantly, the new AEC has a much lower computational complexity than the Volterra-filter-based method.
机译:放大器和/或扬声器的非线性会在声学系统中引起非线性回波,从而严重降低语音和音频通信的性能。已经提出了许多非线性声学回声消除(AEC)方法。在本文中,提出了一种简单而有效的非线性回声消除方案,该方案通过将自适应S型函数与常规的横向自适应滤波器结合使用。新方案使用最小均方(LMS)算法来更新S型函数的参数,并使用递归最小二乘(RLS)算法来确定横向滤波器的系数矢量。在一些温和的假设下,拟议的AEC被证明是收敛的。计算机仿真表明,当回波路径遭受饱和型非线性失真时,与众所周知的Volterra滤波器方法相比,所提方案具有更好的回波消除性能。更重要的是,新的AEC的计算复杂度比基于Volterra滤波器的方法低得多。

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