Mean-square consistency of statistical-function estimators for generalized almost-cyclostationary processes

In this paper, the problem of estimating second-order statistical functions for generalized almost-cyclostationary (GACS) processes is addressed. The class of such nonstationary processes includes, as a special case, the almost-cyclostationary (ACS) processes. ACS processes filtered by some linear time-variant channels are further examples. It is shown that, for GACS processes, the cyclic correlogram is a mean-square consistent estimator of the cyclic autocorrelation function. Moreover, well-known consistency results for ACS processes can be obtained by specializing the results of this paper.

[1]  Thomas Kailath,et al.  Consistent estimation of the cyclic autocorrelation , 1994, IEEE Trans. Signal Process..

[2]  Antonio Napolitano,et al.  Linear time-variant transformations of generalized almost-cyclostationary signals .I. Theory and method , 2002, IEEE Trans. Signal Process..

[3]  J. D. Tamarkin Besicovitch on Almost Periodic Functions , 1935 .

[4]  Harry L. Hurd,et al.  Correlation theory of almost periodically correlated processes , 1991 .

[5]  Antonio Napolitano,et al.  On the sampling of generalized almost-cyclostationary signals , 2002, Conference Record of the Thirty-Sixth Asilomar Conference on Signals, Systems and Computers, 2002..

[6]  Antonio Napolitano,et al.  The higher order theory of generalized almost-cyclostationary time series , 1998, IEEE Trans. Signal Process..

[7]  Antonio Napolitano,et al.  Linear time-variant transformations of generalized almost-cyclostationary signals.II. Development and applications , 2002, IEEE Trans. Signal Process..

[8]  Antonio Napolitano,et al.  Uncertainty in measurements on spectrally correlated stochastic processes , 2003, IEEE Trans. Inf. Theory.

[9]  N. Wiener,et al.  Almost Periodic Functions , 1932, The Mathematical Gazette.

[10]  Georgios B. Giannakis,et al.  Asymptotic theory of mixed time averages and k th-order cyclic-moment and cumulant statistics , 1995, IEEE Trans. Inf. Theory.

[11]  William A. Gardner,et al.  The cumulant theory of cyclostationary time-series. II. Development and applications , 1994, IEEE Trans. Signal Process..

[12]  Antonio Napolitano Asymptotic normality of statistical-function estimators for generalized almost-cyclostationary processes , 2005, 2005 13th European Signal Processing Conference.

[13]  William A. Gardner,et al.  The cumulant theory of cyclostationary time-series. I. Foundation , 1994, IEEE Trans. Signal Process..