A blind source separation algorithm using particle swarm optimization

被引:0
|
作者
Gao, Y [1 ]
Xie, SL [1 ]
机构
[1] S China Univ Technol, Dept Elect & Commun Engn, Guangzhou, Peoples R China
关键词
blind source separation; correlation coefficient; particle swarm optimization;
D O I
暂无
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
In this paper, a cost function of independence of signals based on second order correlation coefficient and high order correlation coefficient is proposed, and an algorithm for linear blind source separation is presented by applying adaptive particle swarm optimization to the cost function. The proposed algorithm for linear blind source separation is characterized with high accuracy, robustness, and convergence rate. Simulation results show that the proposed approach has very good performance.
引用
收藏
页码:297 / 300
页数:4
相关论文
共 50 条
  • [1] A Novel Blind Image Source Separation Using Hybrid Firefly Particle Swarm Optimization Algorithm
    Khalfa, Ali
    Sahed, Mohamed
    Kenane, Elhadi
    Amardjia, Nourredine
    [J]. ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2022, 12 (06) : 9680 - 9686
  • [2] A Blind Source Separation Algorithm Based on Dynamic Niching Particle Swarm Optimization
    Li, Hongjie
    Li, Zhen
    Li, Hongyi
    [J]. INTERNATIONAL SEMINAR ON APPLIED PHYSICS, OPTOELECTRONICS AND PHOTONICS (APOP 2016), 2016, 61
  • [3] Blind sparse source separation using cluster particle swarm optimization technique
    Liu, Chan-Cheng
    Sun, Tsung-Ying
    Li, Kan-Yuan
    Hsieh, Sheng-Ta
    Tsai, Shang-Jeng
    [J]. PROCEEDINGS OF THE IASTED INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND APPLICATIONS, 2007, : 289 - 294
  • [4] Blind Source Separation based on Improved Particle Swarm Optimization
    Li, Ming
    Li, Weijuan
    Wang, Yan
    Sun, Xiangfeng
    [J]. 2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL III, PROCEEDINGS, 2009, : 307 - 310
  • [5] A Class of Sequential Blind Source Separation Method in Order Using Swarm Optimization Algorithm
    Wang Rongjie
    Zhan Yiju
    Zhou Haifeng
    [J]. Circuits, Systems, and Signal Processing, 2016, 35 : 3220 - 3243
  • [6] A Class of Sequential Blind Source Separation Method in Order Using Swarm Optimization Algorithm
    Wang Rongjie
    Zhan Yiju
    Zhou Haifeng
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2016, 35 (09) : 3220 - 3243
  • [7] Blind source separation in post-nonlinear mixtures using natural gradient descent and particle swarm optimization algorithm
    Song, Kai
    Ding, Mingli
    Wang, Qi
    Liu, Wenhui
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 3, PROCEEDINGS, 2007, 4493 : 721 - +
  • [8] Source Optimization using Particle Swarm Optimization Algorithm in Photolithography
    Wang, Lei
    Li, Sikun
    Wang, Xiangzhao
    Yan, Guanyong
    Yang, Chaoxing
    [J]. OPTICAL MICROLITHOGRAPHY XXVIII, 2015, 9426
  • [9] Blind Audio Source Separation Based on High Exploration Particle Swarm Optimization
    Khalfa, Ali
    Amardjia, Nourredine
    Kenane, Elhadi
    Chikouche, Djamel
    Attia, Abdelouahab
    [J]. KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2019, 13 (05): : 2574 - 2587
  • [10] Underdetermined Blind Source Separation of FSK Signal Based on Particle Swarm Optimization
    Xia Jiang-hua
    Yang Li
    [J]. PROCEEDINGS OF THE 2017 7TH INTERNATIONAL CONFERENCE ON ADVANCED DESIGN AND MANUFACTURING ENGINEERING (ICADME 2017), 2017, 136 : 209 - 213