Second-order blind separation of first- and second-order cyclostationary sources -: Application to AM, FSK, CPFSK, and deterministic sources

被引:25
作者
Ferréol, A [1 ]
Chevalier, P [1 ]
Albera, L [1 ]
机构
[1] Thales Commun, TRS, TSI, LTC, F-92231 Gennevilliers, France
关键词
AM; blind; deterministic sources; first-order cyclostationary; FSK and CPFSK sources; second order; SOBI; source separation;
D O I
10.1109/TSP.2004.823492
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 (HO) blind source separation (BSS) 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 cyclostationary (digital modulations). The behavior of the current SO and fourth-order (FO) cumulant-based BSS methods in the presence of cylostationary sources has been analyzed, recently, in, a previous paper by Ferreol and Chevalier, assuming zero-mean sources. However, some cyclostationary sources used in practical situations ate not zero-mean but have a first-order (FIO) cyclostationarity property,which is, in particular, the case for some amplitude modulated (AM) signals and for some nonlinearly modulated digital sources such as frequency shift keying (FSK) or come continuous phase frequency shift keying (CPFSK) sources. For such sources, the results presented in the previous paper by Ferreol and Chevalier no longer hold, and the purpose of this paper is to analyze the behavior and to propose adaptations of the current SO BSS methods for sources that are both FIO and SO cyclostationary and cyclo-ergodic. An extension for deterministic sources is also proposed in the paper.
引用
收藏
页码:845 / 861
页数:17
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