DocumentCode :
774589
Title :
Nonorthogonal joint diagonalization of spatial quadratic time-frequency matrices for source separation
Author :
Giulieri, Laurent ; Ghennioui, Hicham ; Thirion-Moreau, Nadège ; Moreau, Eric
Author_Institution :
STD, ISITV, La Valette Du Var, France
Volume :
12
Issue :
5
fYear :
2005
fDate :
5/1/2005 12:00:00 AM
Firstpage :
415
Lastpage :
418
Abstract :
The separation problem of an instantaneous mixture of deterministic or random source signals is addressed. We show that the separation can be realized through the nonorthogonal joint diagonalization of spatial quadratic time-frequency matrices. One advantage of the proposed method is that it does not require any whitening stage, and thus, it is intended to work even with a class of correlated signals. We also propose a general automatic time-frequency point selection procedure for the determination of the above matrices to be joint diagonalized. An analytical example and computer simulations are provided in order to illustrate the effectiveness of the proposed approach and to compare it with classical ones.
Keywords :
blind source separation; correlation theory; matrix algebra; time-frequency analysis; automatic time-frequency point selection procedure; blind source separation; correlated signals; deterministic-random source signals; nonorthogonal joint diagonalization; spatial quadratic time-frequency matrices; Attenuation; Blind source separation; Computer simulation; Reactive power; Receiving antennas; Signal restoration; Source separation; Time frequency analysis; Blind source separation; nonorthogonal joint diagonalization; spatial quadratic time-frequency representations;
fLanguage :
English
Journal_Title :
Signal Processing Letters, IEEE
Publisher :
ieee
ISSN :
1070-9908
Type :
jour
DOI :
10.1109/LSP.2005.843760
Filename :
1420354
Link To Document :
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