DocumentCode :
1344047
Title :
On the behavior of current second and higher order blind source separation methods for cyclostationary sources
Author :
Ferréol, Anne ; Chevalier, Pascal
Author_Institution :
Thomson-CSF-Communications, Gennevilliers, France
Volume :
48
Issue :
6
fYear :
2000
fDate :
6/1/2000 12:00:00 AM
Firstpage :
1712
Lastpage :
1725
Abstract :
Most of the second-order (SO) and higher order (HO) blind source separation methods developed in the 1990s aim at blindly separating statistically independent sources that are assumed zero-mean, stationary, and ergodic. Nevertheless, in many situations of practical interest, such as in radiocommunication contexts, the sources are nonstationary and very often (quasi)-cyclostationary (digital modulations). In these conditions, it becomes important to wonder whether the performance of these current SO and HO blind source separation methods, which have been developed for stationary sources, may be affected by the potential nonstationarity of the latter. Limiting the analysis to the SO and fourth-order (FO) cumulant-based blind source separation methods, the purpose of this paper is to bring some answers to this important question through the behavior analysis of the empirical SO and FO cumulants estimator in the presence of zero-mean (quasi)-cyclostationary sources
Keywords :
array signal processing; higher order statistics; phase shift keying; behavior analysis; cyclostationary sources; digital modulation; fourth-order cumulant-based blind source separation; higher order blind source separation methods; nonstationary sources; quasi-cyclostationary sources; radiocommunication; second order blind source separation methods; Bandwidth; Binary phase shift keying; Blind source separation; Digital modulation; Frequency estimation; Higher order statistics; Information analysis; Narrowband; Particle separators; Source separation;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/78.845929
Filename :
845929
Link To Document :
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