Title :
An any order generalization of JADE for complex source signals
Author_Institution :
SIS, ISITV, Univ. Toulon et du Var, La Valette du Var, France
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;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940229