Application of Artificial Bee Colony Algorithm in Blind Source Separation of Chaotic Signals

被引:0
|
作者
Chen, Yue [1 ]
Li, Yong [1 ]
Li, Shuoming [1 ]
机构
[1] Zhongshan Polytech, Dept Elect, Zhongshan, Peoples R China
关键词
blind source separation; chaotic signal; artificial bee colony algorithm; INDEPENDENT COMPONENT ANALYSIS;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Chaotic signal is nonlinear and non-Gaussian signal. Features of non-periodic and wide band spectrum make it quite difficult to separate mixture of chaotic signals blindly. To address this issue, a new blind source separation method based on artificial bee colony optimizer is proposed. Additionally, a parameterized representation of orthogonal matrices through principal rotation is adopted to reduce the complexity of the optimization problem. Simulation results show that the proposed method can accurately separate the mixture of chaotic signals within a few tens of iterations, and its overall performance is better than traditional independent component analysis approaches.
引用
收藏
页码:527 / 531
页数:5
相关论文
共 50 条
  • [1] A blind source separation method for chaotic signals based on artificial bee colony algorithm
    Chen Yue
    Lu Shan-Xiang
    Wang Meng-Jiao
    Feng Jiu-Chao
    ACTA PHYSICA SINICA, 2015, 64 (09)
  • [2] Blind Source Separation Based on Covariance Ratio and Artificial Bee Colony Algorithm
    Chen, Lei
    Zhang, Liyi
    Guo, Yanju
    Huang, Yong
    Liang, Jingyi
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [3] Blind chaotic signal extraction based on artificial bee colony algorithm
    Li Guang-Ming
    Hu Zhi-Hui
    ACTA PHYSICA SINICA, 2016, 65 (23)
  • [4] Nonlinear blind source separation algorithm based on spline interpolation and artificial bee colony optimization
    Chen L.
    Gan S.-Z.
    Zhang L.-Y.
    Wang G.-Y.
    1600, Editorial Board of Journal on Communications (38): : 36 - 46
  • [5] Blind Image Separation Method Based on Artificial Bee Colony Algorithm
    Chen, Lei
    Zhang, Liyi
    Guo, Yanju
    AUTOMATION EQUIPMENT AND SYSTEMS, PTS 1-4, 2012, 468-471 : 583 - +
  • [6] A Chaotic Based Artificial Bee Colony Algorithm
    Wang, Yuan
    Li, Haolun
    Gao, Hao
    Kwong, Sam
    2018 FIFTH HCT INFORMATION TECHNOLOGY TRENDS (ITT): EMERGING TECHNOLOGIES FOR ARTIFICIAL INTELLIGENCE, 2018, : 165 - 169
  • [7] Blind Source Separation Based on Adaptive Artificial Bee Colony Optimization and Kurtosis
    Rongjie Wang
    Circuits, Systems, and Signal Processing, 2021, 40 : 3338 - 3354
  • [8] Blind Source Separation Based on Adaptive Artificial Bee Colony Optimization and Kurtosis
    Wang, Rongjie
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2021, 40 (07) : 3338 - 3354
  • [9] Analysis of Single Channel Blind Source Separation Algorithm for Chaotic Signals
    He, Jiai
    Song, Yuxiao
    Du, Panpan
    Xu, Lei
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2018, 2018
  • [10] Mixing Matrix Estimation in Underdetermined Blind Source Separation Based on Objective Function and Artificial Bee Colony Algorithm
    Chen, Yongqiang
    Li, Yingxiang
    Zhou, Juan
    2018 IEEE 18TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY (ICCT), 2018, : 1063 - 1066