On the behavior of current second and higher order blind source separation methods for cyclostationary sources

被引:59
作者
Ferréol, A [1 ]
Chevalier, P [1 ]
机构
[1] Thomson CSF, Commun, TCC, BSR,TBR,TSI, Gennevilliers, France
关键词
blind source separation; BPSK sources; carrier residue; cyclic frequencies; cyclostationary; JADE method; noncircular SO and FO cumulant; statistics estimator; zero mean;
D O I
10.1109/78.845929
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Most of the second-order (SO) and higher order (IIO) blind source separation methods developed this last decade 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 radiocommunications 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 I-IO 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.
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页码:1712 / 1725
页数:14
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