CONSISTENT ESTIMATION OF THE CYCLIC AUTOCORRELATION

Citation
Mj. Genossar et al., CONSISTENT ESTIMATION OF THE CYCLIC AUTOCORRELATION, IEEE transactions on signal processing, 42(3), 1994, pp. 595-603
Citations number
27
Categorie Soggetti
Acoustics
ISSN journal
1053587X
Volume
42
Issue
3
Year of publication
1994
Pages
595 - 603
Database
ISI
SICI code
1053-587X(1994)42:3<595:CEOTCA>2.0.ZU;2-X
Abstract
The cyclic autocorrelation is often used to describe nonstationary ran dom processes. In this paper we investigate the conditions under which the cyclic autocorrelation can be estimated consistently in mean squa re for discrete time Gaussian processes. We extend and generalize resu lts of Hurd [17] and refine results of Boyles and Gardner [1]. We deri ve necessary and sufficient conditions for consistency in mean square of an estimator, which are in the form of a single sum of autocorrelat ion coefficients, in the form of a double sum of autocorrelation coeff icients, in the bifrequency domain and in terms of the average spectru m. We also discuss the rate of convergence for this estimator.