Blind signal separation by an evolutionary neural network with higher-order statistics

被引:0
|
作者
机构
[1] Chen, Yen-Wei
[2] Zeng, Xiang-Yan
[3] Nakao, Zensho
来源
Chen, Yen-Wei | 2000年 / IEEE, Piscataway, NJ, United States卷 / 02期
关键词
Computer networks - Computer simulation - Functions - Genetic algorithms - Statistical methods;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we propose an evolutionary neural network for blind source separation (BSS). In the proposed method, the separating matrix is used as connection weights of the network, which are updated by a genetic algorithm (GA). A higher-order statistics of kurtosis, which is a simple and original criterion for independence, is used as a fitness function. The applicability of the proposed method for blind source separation is demonstrated by simulations.
引用
收藏
相关论文
共 50 条
  • [41] Blind identification and array processing applications of generalized higher-order statistics
    Gurelli, MI
    Nikias, CL
    MILCOM 96, CONFERENCE PROCEEDINGS, VOLS 1-3, 1996, : 838 - 842
  • [42] Blind identification of noncausal AR models based on higher-order statistics
    Univ of Osaka Prefecture, Sakai-shi, Japan
    Signal Process, 1 (27-36):
  • [43] Blind Channel Estimation for STBC Systems Using Higher-Order Statistics
    Choqueuse, Vincent
    Mansour, Ali
    Burel, Gilles
    Collin, Ludovic
    Yao, Koffi
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2011, 10 (02) : 495 - 505
  • [44] Higher-order statistics for κ-μ distribution
    Cotton, S. L.
    Scanlon, W. G.
    ELECTRONICS LETTERS, 2007, 43 (22) : 1215 - 1217
  • [45] APPLICATIONS OF HIGHER-ORDER STATISTICS
    MENDEL, JM
    NANDI, AK
    IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (06) : 341 - 342
  • [46] Bibliography on higher-order statistics
    Swami, A
    Giannakis, GB
    Zhou, GT
    SIGNAL PROCESSING, 1997, 60 (01) : 65 - 126
  • [47] A robust blind neural equalizer based on higher-order cumulants
    Han, Soowhan
    Lee, Imgeun
    TRENDS IN NEURAL COMPUTATION, 2007, 35 : 443 - +
  • [48] A New Method of Blind Source Separation Using Single-Channel ICA Based on Higher-Order Statistics
    Lu, Guangkuo
    Xiao, Manlin
    Wei, Ping
    Zhang, Huaguo
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [49] Hardware-friendly Higher-Order Neural Network Training using Distributed Evolutionary Algorithms
    Epitropakis, M. G.
    Plagianakos, V. P.
    Vrahatis, M. N.
    APPLIED SOFT COMPUTING, 2010, 10 (02) : 398 - 408
  • [50] ADAPTIVE BLIND EQUALIZATION USING 2ND-ORDER AND HIGHER-ORDER STATISTICS
    UENG, FB
    SU, YT
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 1995, 13 (01) : 132 - 140