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
  • [21] Node Selection Algorithm for Underwater Acoustic Sensor Network Based on Particle Swarm Optimization
    Cheng, En
    Wu, Longhao
    Yuan, Fei
    Gao, Chuanxian
    Yi, Jinwang
    IEEE ACCESS, 2019, 7 : 164429 - 164443
  • [22] The Particle Swarm Optimization based on the Genetic Algorithm
    Li, Li
    Chen, Kun
    Hu, Haibo
    2010 INTERNATIONAL CONFERENCE ON INFORMATION, ELECTRONIC AND COMPUTER SCIENCE, VOLS 1-3, 2010, : 305 - 308
  • [23] An Algorithm Based on the Improved Particle Swarm Optimization
    Ge, Ri-Bo
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, KNOWLEDGE ENGINEERING AND INFORMATION ENGINEERING (SEKEIE 2014), 2014, 114 : 176 - 179
  • [24] Study on Passenger Train Stopping Scheme Based on Improved Particle Swarm Optimization Algorithm
    Wang, Shuang
    Zhao, Peng
    Qiao, Ke
    2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 1, 2009, : 821 - 826
  • [25] Secure and robust watermark scheme based on multiple transforms and particle swarm optimization algorithm
    Zhou, Nan Run
    Luo, An Wei
    Zou, Wei Ping
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (02) : 2507 - 2523
  • [26] Computing offloading scheme based on particle swarm optimization algorithm in edge computing scene
    Zhu, Si-Feng
    Zhao, Ming-Yang
    Chai, Zheng-Yi
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2022, 52 (11): : 2698 - 2705
  • [27] Secure and robust watermark scheme based on multiple transforms and particle swarm optimization algorithm
    Nan Run Zhou
    An Wei Luo
    Wei Ping Zou
    Multimedia Tools and Applications, 2019, 78 : 2507 - 2523
  • [28] Particle Swarm Optimization Algorithm Based on Two Swarm Evolution
    Wang Li
    Zhang Jianfeng
    Li Xin
    Sun Guoqiang
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 1200 - 1204
  • [29] Optimization Algorithm based on Artificial Life Algorithm and Particle Swarm Optimization
    Gu, Yun-li
    Xu, Xin
    Du, Jie
    Qian, Huan-yan
    ICIC 2009: SECOND INTERNATIONAL CONFERENCE ON INFORMATION AND COMPUTING SCIENCE, VOL 3, PROCEEDINGS: APPLIED MATHEMATICS, SYSTEM MODELLING AND CONTROL, 2009, : 173 - +
  • [30] Particle swarm optimization for image noise cancellation
    Chen, Yue-Cheng
    Wang, Hsin-Chih
    Su, Te-Jen
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 1, PROCEEDINGS, 2006, : 587 - +