CUMULANT-BASED ESTIMATION OF QUADRATIC MIXTURE PARAMETERS FOR BLIND SOURCE SEPARATION

被引:0
|
作者
Chaouchi, Chahinez [1 ]
Deville, Yannick [1 ]
Hosseini, Shahram [1 ]
机构
[1] Univ Toulouse, CNRS, Lab Astrophys Toulouse Tarbes, F-31400 Toulouse, France
关键词
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, we consider a quadratic model in the blind source separation problem, and we propose a method to estimate the mixing coefficients using cumulants, by solving a nonlinear system of equations. This system is derived from the cumulants of the observations and depends on the mixing parameters and the source moments. We solve it using optimization algorithms, i.e. Levenberg-Marquardt and Gauss-Newton. The numerical results thus obtained confirm the effectiveness of our method.
引用
收藏
页码:1826 / 1830
页数:5
相关论文
共 50 条
  • [1] Blind source separation by nonstationarity of variance:: A cumulant-based approach
    Hyvärinen, A
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2001, 12 (06): : 1471 - 1474
  • [2] Cumulant-based blind separation of convolutive mixtures
    Mei, TM
    Yin, FL
    Xi, JT
    Chicharo, JF
    ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 1, 2004, 3173 : 672 - 677
  • [3] A new cumulant-based criterion for iterative blind source separation.
    Martin-Clemente, R
    Acha, JI
    2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING - VOL IV: SIGNAL PROCESSING FOR COMMUNICATIONS; VOL V: SIGNAL PROCESSING EDUCATION SENSOR ARRAY & MULTICHANNEL SIGNAL PROCESSING AUDIO & ELECTROACOUSTICS; VOL VI: SIGNAL PROCESSING THEORY & METHODS STUDENT FORUM, 2001, : 4032 - 4032
  • [4] An improved cumulant-based blind speech separation method
    Su, YP
    He, L
    Yang, RZ
    2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 1867 - 1870
  • [5] CUMULANT-BASED BLIND OPTIMUM BEAMFORMING
    DOGAN, MC
    MENDEL, JM
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1994, 30 (03) : 722 - 741
  • [6] Cumulant-based blind channel equalization
    Chen, L
    Kusaka, H
    Kominami, M
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1996, E79A (05) : 727 - 730
  • [7] Improvement of cumulant-based parameter estimation
    Kouamé, D
    Girault, JM
    2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING, 2001, : 3989 - 3992
  • [8] Information theoretic versus cumulant-based contrasts for multimodal source separation
    Vrins, F
    Verleysen, M
    IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (03) : 190 - 193
  • [9] Cumulant-based inverse filters for blind deconvolution
    Al-Smadi, A
    INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2003, 32 (05) : 503 - 515
  • [10] NEW CUMULANT-BASED APPROACHES FOR TIME-VARYING AR PARAMETERS ESTIMATION
    BAKRIM, M
    ABOUTAJDINE, D
    NAJIM, M
    MANDRIDAKE, E
    ANNALES DES TELECOMMUNICATIONS-ANNALS OF TELECOMMUNICATIONS, 1992, 47 (5-6): : 193 - 201