Title :
A Nonlinear Acoustic Echo Canceller Using Sigmoid Transform in Conjunction With RLS Algorithm
Author :
Fu, Jing ; Zhu, Wei-Ping
Author_Institution :
Dept. of Electr. & Comput. Eng., Concordia Univ., Montreal, QC
Abstract :
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.
Keywords :
adaptive filters; echo suppression; least mean squares methods; nonlinear acoustics; nonlinear distortion; recursive estimation; transforms; transversal filters; Volterra filter approach comparison; amplifiers nonlinearity; coefficient vector determination; computational complexity; computer simulations; least mean square algorithm; loudspeakers; nonlinear acoustic echo cancellation; recursive least square algorithm; saturation-type nonlinear distortion; sigmoid transform; transversal adaptive filter; Adaptive filters; Degradation; Echo cancellers; Least squares approximation; Least squares methods; Loudspeakers; Nonlinear acoustics; Resonance light scattering; Speech; Transversal filters; Acoustic echo cancellation; RLS algorithm; sigmoid function;
Journal_Title :
Circuits and Systems II: Express Briefs, IEEE Transactions on
DOI :
10.1109/TCSII.2008.926798