DocumentCode :
3459978
Title :
Blind sources separation based on quadratic time-frequency representations: a method without pre-whitening
Author :
Giulieri, Laurent ; Thirion-Moreau, Nadège ; Arquès, Pierre-Yues
Volume :
5
fYear :
2003
fDate :
6-10 April 2003
Abstract :
In this paper, we are interested in blind source separation methods based on joint-diagonalization of combined sets of "spatial t-f distributions" matrices (STFD). Our aim is to perform source separation with no pre-whitening, thanks to the nonorthogonal joint-diagonalization procedure recently proposed in Yeredor (2002). We also show how such an approach makes it possible to give up the classical hypothesis of independence of sources. The problem is, in fact, reformulated in order to treat the case of even correlated sources. Computer simulations are provided in order to illustrate the effectiveness of the proposed approach and to evaluate its advantages with regard to other techniques.
Keywords :
blind source separation; matrix decomposition; signal representation; time-frequency analysis; STFD; blind source separation; matrix joint-diagonalization; nonorthogonal joint-diagonalization procedure; quadratic time-frequency representations; spatial t-f distributions matrices; Computer simulation; Reactive power; Time frequency analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-7663-3
Type :
conf
DOI :
10.1109/ICASSP.2003.1199927
Filename :
1199927
Link To Document :
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