DocumentCode
1749343
Title
An any order generalization of JADE for complex source signals
Author
Moreau, Eric
Author_Institution
SIS, ISITV, Univ. Toulon et du Var, La Valette du Var, France
Volume
5
fYear
2001
fDate
2001
Firstpage
2805
Abstract
In this paper, considering the complex case, we extend some results leading to the popular JADE algorithm to cumulants of any order greater than or equal to three. We first exhibit a new contrast function which constitutes a generalization for the underlying contrast of JADE which thus appears as a particular case. Then we generalize the link between this new contrast and a joint-diagonalization criterion of a set of matrices. Moreover, in the two sources case, we show that the generalized contrast can be written as a simple quadratic form whatever the cumulant order. Finally, some computer simulations illustrate the potential advantage one can take of considering statistics of different orders for the joint-diagonalization of cumulant matrices
Keywords
array signal processing; higher order statistics; matrix algebra; JADE algorithm; any order generalization; blind source separation; complex source signals; computer simulations; contrast function; cumulant matrices; joint-diagonalization criterion; statistics; Algorithm design and analysis; Blind source separation; Computer simulation; Covariance matrix; Independent component analysis; Reactive power; Statistics; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location
Salt Lake City, UT
ISSN
1520-6149
Print_ISBN
0-7803-7041-4
Type
conf
DOI
10.1109/ICASSP.2001.940229
Filename
940229
Link To Document