Algebraic joint zero-diagonalization and blind sources separation

被引:15
作者
Chabriel, Gilles [1 ]
Barrere, Jean [1 ]
Thirion-Moreau, Nadege [2 ]
Moreau, Eric
机构
[1] Univ Sud Toulon Var, IM2NP GESSY, UMR 6242, CNRS, F-83957 La Garde, France
[2] Univ Sud Toulon Var, LSEET LEPI, UMR 6017, CNRS, F-83162 La Valette Du Var, France
关键词
blind sources separation; correlated sources; joint diagonalization; joint zero-diagonalization; spatial quadratic timefrequency distributions;
D O I
10.1109/TSP.2007.908934
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
This paper adresses the problem of the joint zero-diagonalization of a given set of matrices. We establish the identifiability conditions of the zero-diagonalizer, and we propose a new algebraical algorithm based on the reformulation of the initial problem into a joint-diagonalization problem. The zero-diagonalizer is not constrained to be unitary. Computer simulations illustrate the behavior of the algorithm. Moreover, as an application, we show that the blind separation of correlated sources can be performed applying this algorithm to a particular set of spatial quadratic time-frequency distribution matrices. In this case, computer simulations are also provided in order to illustrate the performances of the proposed algorithm and to compare it with other existing ones.
引用
收藏
页码:980 / 989
页数:10
相关论文
共 30 条
[1]  
[Anonymous], 1993, MATRIX ANAL
[2]  
[Anonymous], PROC EUSIPCO
[3]   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
[4]  
Belouchrani A, 1998, IEEE T SIGNAL PROCES, V46, P2888, DOI 10.1109/78.726803
[5]  
BELOUCHRANI A, 2001, IEEE INT C AC SPEECH
[6]   KRONECKER PRODUCTS AND MATRIX CALCULUS IN SYSTEM THEORY [J].
BREWER, JW .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1978, 25 (09) :772-781
[7]   Jacobi angles for simultaneous diagonalization [J].
Cardoso, JF ;
Souloumiac, A .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1996, 17 (01) :161-164
[8]   BLIND BEAMFORMING FOR NON-GAUSSIAN SIGNALS [J].
CARDOSO, JF ;
SOULOUMIAC, A .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (06) :362-370
[9]  
CASTAING J, 2006, THESIS U CERGY PONTO
[10]   INDEPENDENT COMPONENT ANALYSIS, A NEW CONCEPT [J].
COMON, P .
SIGNAL PROCESSING, 1994, 36 (03) :287-314