An Acoustic Echo Cancellation Scheme Based on Particle Swarm Optimization Algorithm

被引:2
|
作者
Mahbub, Upal [1 ]
Acharjee, Partha Pratim [1 ]
Fattah, Shaikh Anowarul [1 ]
机构
[1] Bangladesh Univ Engn & Technol, Dept Elect & Elect Engn, Dhaka 1000, Bangladesh
关键词
Echo cancellation; adaptive filter; particle swarm optimization algorithm; speech analysis; frequency domain optimization;
D O I
10.1109/TENCON.2010.5686595
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper deals with the problem of echo cancellation of speech signals in an acoustic environment. In this regard, generally, different adaptive filter algorithms are employed, which may lack the flexibility of controlling the convergence rate, number of iterations, range of variation of filter coefficients, and tolerance consistency. In order to overcome these problems, unlike conventional approaches, we formulate the task of echo cancelation as a coefficient optimization problem whereby we introduce the particle swarm optimization (PSO) algorithm. In this case, the PSO is designed to perform the error minimization in frequency domain. From extensive experimentations, it is shown that the proposed PSO based acoustic echo cancellation method provides high echo cancellation performance in terms of echo return loss enhancement with a faster convergence rate in comparison to that obtained by some of the state-of-the-art methods.
引用
收藏
页码:759 / 762
页数:4
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