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