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
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