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
相关论文
共 50 条
  • [1] Multichannel Acoustic Echo Canceler Based on Particle Swarm Optimization
    Kimoto, Masanori
    Asami, Takuya
    ELECTRONICS AND COMMUNICATIONS IN JAPAN, 2016, 99 (06) : 31 - 40
  • [2] Research and Design of Adaptive Noise Cancellation Based on Particle Swarm Optimization Algorithm
    Zhang, Jie
    Jiang, Shiqi
    ADVANCED MECHANICAL DESIGN, PTS 1-3, 2012, 479-481 : 1942 - 1945
  • [3] A predictive updating scheme to improve the NLMS algorithm for acoustic echo cancellation
    Chen, HC
    Chen, OTC
    ISCAS '99: PROCEEDINGS OF THE 1999 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 3: ANALOG AND DIGITAL SIGNAL PROCESSING, 1999, : 552 - 555
  • [4] Predictive updating scheme to improve the NLMS algorithm for acoustic echo cancellation
    Chen, Heng-Chou
    Chen, Oscal T.-C.
    Proceedings - IEEE International Symposium on Circuits and Systems, 1999, 3
  • [5] MCM Interconnect Test Scheme based on Particle Swarm Optimization Algorithm
    Lei, Chen
    2012 13TH INTERNATIONAL CONFERENCE ON ELECTRONIC PACKAGING TECHNOLOGY & HIGH DENSITY PACKAGING (ICEPT-HDP 2012), 2012, : 1093 - 1096
  • [6] SVSPNLMS Algorithm for Acoustic Echo Cancellation
    Mahale, Pejman Mowlaee Begzade
    2008 3RD INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES: FROM THEORY TO APPLICATIONS, VOLS 1-5, 2008, : 837 - 842
  • [7] Acoustic radiation optimization using the particle swarm optimization algorithm
    Jeon, JY
    Okuma, M
    JSME INTERNATIONAL JOURNAL SERIES C-MECHANICAL SYSTEMS MACHINE ELEMENTS AND MANUFACTURING, 2004, 47 (02) : 560 - 567
  • [8] An image encryption scheme based on particle swarm optimization algorithm and hyperchaotic system
    Yuling Luo
    Xue Ouyang
    Junxiu Liu
    Lvchen Cao
    Yanli Zou
    Soft Computing, 2022, 26 : 5409 - 5435
  • [9] An image encryption scheme based on particle swarm optimization algorithm and hyperchaotic system
    Luo, Yuling
    Ouyang, Xue
    Liu, Junxiu
    Cao, Lvchen
    Zou, Yanli
    SOFT COMPUTING, 2022, 26 (11) : 5409 - 5435
  • [10] A High-Speed Acoustic Echo Canceller Based on Grey Wolf Optimization and Particle Swarm Optimization Algorithms
    Pichardo, Eduardo
    Avalos, Juan G.
    Sanchez, Giovanny
    Vazquez, Eduardo
    Toscano, Linda K.
    BIOMIMETICS, 2024, 9 (07)