Title of article :
On the behavior of current second and higher order blind source separation methods for cyclostationary sources
Author/Authors :
Ferreol، نويسنده , , A.، نويسنده , , Chevalier، نويسنده , , P.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2000
Abstract :
Most of the second-order (SO) and higher order
(HO) 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 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 :
Blind source separation , BPSK sources , carrierresidue , cyclic frequencies , cyclostationary , JADE method , noncircular , statistics estimator , zero mean. , SO and FO cumulant
Journal title :
IEEE TRANSACTIONS ON SIGNAL PROCESSING
Journal title :
IEEE TRANSACTIONS ON SIGNAL PROCESSING