Title of article :
Second-Order Blind Separation of First- and Second-Order Cyclostationary Sources—Application to AM, FSK, CPFSK,
and Deterministic Sources
Author/Authors :
A. Ferréol، نويسنده , , P. Chevalier، نويسنده , , and L. Albera، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2004
Abstract :
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 cyclostationary sources has been analyzed,
recently, in a previous paper by Ferréol and Chevalier, assuming
zero-mean sources. However, some cyclostationary sources used in
practical situations are 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
some continuous phase frequency shift keying (CPFSK) sources.
For such sources, the results presented in the previous paper by
Ferréol 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.
Keywords :
AM , blind , deterministic sources , first-ordercyclostationary , FSK and CPFSK sources , Second order , SOBI , source separation.
Journal title :
IEEE TRANSACTIONS ON SIGNAL PROCESSING
Journal title :
IEEE TRANSACTIONS ON SIGNAL PROCESSING