Blind separation of any source distributions via high-order statistics

被引:21
作者
Taoufiki, Manal
Adib, Abdellah
Aboutajdine, Driss
机构
[1] Fac Sci Rabat, LRIT, Rabat, Morocco
[2] Inst Sci, DPG, Rabat, Morocco
关键词
blind source separation; Gaussian signals; contrasts; high-order statistics; reference systems;
D O I
10.1016/j.sigpro.2007.01.025
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
An effective technique to perform instantaneous blind source separation by considering a reformulation of the referenced contrast (RC) [A. Adib, E. Moreau, D. Aboutajdine, Blind sources separation by simultaneous generalized referenced contrasts diagonalization, in: ICA, Nara, Japan, 2003, pp. 657-661] is presented. This novel method applies to separate all sources having any distributions including Gaussian ones. Our proposition allows one to assess the capabilities of the RC to break the obviousness that high-order statistics-based methods are restricted to the mixtures allowing at most one Gaussian source. Our design constrains the reference signals choice to avoid the cancellation of the cross-cumulants between this latter and the separator outputs. Simulation studies are presented to support the potential of the approach in terms of source separation. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:1882 / 1889
页数:8
相关论文
共 19 条
[1]   Reference-based blind source separation using a deflation approach [J].
Adib, A ;
Aboutajdine, D .
SIGNAL PROCESSING, 2005, 85 (10) :1943-1949
[2]   Source separation contrasts using a reference signal [J].
Adib, A ;
Moreau, E ;
Aboutajdine, D .
IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (03) :312-315
[3]  
ADIB A, 2003, ISSPA03 PAR FRANC 1, V2, P97
[4]  
ADIB A, 2003, ICA NAR JAP, P657
[5]   A blind source separation technique using second-order statistics [J].
Belouchrani, A ;
AbedMeraim, K ;
Cardoso, JF ;
Moulines, E .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (02) :434-444
[6]  
BELOUCHRANI A, 1995, THESIS ENST PARIS
[7]   BLIND BEAMFORMING FOR NON-GAUSSIAN SIGNALS [J].
CARDOSO, JF ;
SOULOUMIAC, A .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (06) :362-370
[8]  
Castella M, 2005, INT CONF ACOUST SPEE, P569
[9]   Quadratic higher urder criteria for iterative blind separation of a MIMO convolutive mixture of sources [J].
Castella, Marc ;
Rhioui, Saloua ;
Moreau, Eric ;
Pesquet, Jean-Christophe .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (01) :218-232
[10]   INDEPENDENT COMPONENT ANALYSIS, A NEW CONCEPT [J].
COMON, P .
SIGNAL PROCESSING, 1994, 36 (03) :287-314