Optimal combination of fourth-order cumulant based contrasts for blind separation of noncircular signals

被引:2
作者
De Luigi, Christophe [1 ,2 ]
Moreau, Eric [1 ,2 ]
机构
[1] Aix Marseille Univ, CNRS, ENSAM, LSIS,UMR 7296, F-13397 Marseille, France
[2] Univ Toulon & Var, CNRS, LSIS, UMR 7296, F-83957 La Garde, France
关键词
High order statistics; Contrast; Jacobi-like algorithm; Blind source separation; Noncircular signal; INDEPENDENT COMPONENT ANALYSIS; JOINT-DIAGONALIZATION; ALGORITHM;
D O I
10.1016/j.sigpro.2012.10.006
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 have considered the problem of blind source separation of noncircular signals. We have proposed a new Jacobi-like algorithm that achieves optimization of the optimal combination of complex fourth-order cumulant based contrasts. We have investigated the application to separation of non-Gaussian sources using fourth order cumulants. And computer simulations applied to noncircular signals illustrate the proposed approach. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:842 / 855
页数:14
相关论文
共 29 条
  • [1] MUSIC-like estimation of direction of arrival for noncircular sources
    Abeida, Habti
    Delmas, Jean-Pierre
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (07) : 2678 - 2690
  • [2] A blind source separation technique using second-order statistics
    Belouchrani, A
    AbedMeraim, K
    Cardoso, JF
    Moulines, E
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (02) : 434 - 444
  • [3] NUMERICAL-METHODS FOR SIMULTANEOUS DIAGONALIZATION
    BUNSEGERSTNER, A
    BYERS, R
    MEHRMANN, V
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1993, 14 (04) : 927 - 949
  • [4] Cardoso J.-F., 1994, Signal Processing VII, Theories and Applications. Proceedings of EUSIPCO-94. Seventh European Signal Processing Conference, P776
  • [5] Jacobi angles for simultaneous diagonalization
    Cardoso, JF
    Souloumiac, A
    [J]. SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1996, 17 (01) : 161 - 164
  • [6] BLIND BEAMFORMING FOR NON-GAUSSIAN SIGNALS
    CARDOSO, JF
    SOULOUMIAC, A
    [J]. IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (06) : 362 - 370
  • [7] Equivariant adaptive source separation
    Cardoso, JF
    Laheld, BH
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (12) : 3017 - 3030
  • [8] Chevalier P., 1996, Signal Processing VIII, Theories and Applications. Proceedings of EUSIPCO-96, Eighth European Signal Processing Conference, P559
  • [9] Chevalier P, 1996, INT CONF ACOUST SPEE, P2868, DOI 10.1109/ICASSP.1996.550152
  • [10] Comon P, 2010, HANDBOOK OF BLIND SOURCE SEPARATION: INDEPENDENT COMPONENT ANALYSIS AND APPLICATIONS, P1