CONSISTENT ESTIMATION OF THE CYCLIC AUTOCORRELATION

被引:19
作者
GENOSSAR, MJ
LEVARI, H
KAILATH, T
机构
[1] NORTHEASTERN UNIV,DEPT ELECT & COMP ENGN,BOSTON,MA 02115
[2] STANFORD UNIV,DEPT ELECT ENGN,INFORMAT SYST LAB,STANFORD,CA 94305
关键词
D O I
10.1109/78.277851
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
The cyclic autocorrelation is often used to describe nonstationary random processes. In this paper we investigate the conditions under which the cyclic autocorrelation can be estimated consistently in mean square for discrete time Gaussian processes. We extend and generalize results of Hurd [17] and refine results of Boyles and Gardner [1]. We derive necessary and sufficient conditions for consistency in mean square of an estimator, which are in the form of a single sum of autocorrelation coefficients, in the form of a double sum of autocorrelation coefficients, in the bifrequency domain and in terms of the average spectrum. We also discuss the rate of convergence for this estimator.
引用
收藏
页码:595 / 603
页数:9
相关论文
共 27 条
[1]  
[Anonymous], 1968, SPECTRAL ANAL ITS AP
[2]  
[Anonymous], 2009, MULTIPLE TIME SERIES
[3]  
BLANCLAPIERRE A, 1968, THEORY RANDOM FUNCTI, V2
[4]   CYCLOERGODIC PROPERTIES OF DISCRETE-PARAMETER NONSTATIONARY STOCHASTIC-PROCESSES [J].
BOYLES, RA ;
GARDNER, WA .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1983, 29 (01) :105-114
[5]  
Brillinger D., 1975, TIME SERIES DATA ANA
[6]   ASYMPTOTIC MINIMUM DISCRIMINATION INFORMATION MEASURE FOR ASYMPTOTICALLY WEAKLY STATIONARY-PROCESSES [J].
EPHRAIM, Y ;
LEVARI, H ;
GRAY, RM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1988, 34 (05) :1033-1040
[7]  
Gardner W.A., 1990, INTRO RANDOM PROCESS, V2nd
[8]   CHARACTERIZATION OF CYCLOSTATIONARY RANDOM SIGNAL PROCESSES [J].
GARDNER, WA ;
FRANKS, LE .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1975, 21 (01) :4-14
[9]   2 ALTERNATIVE PHILOSOPHIES FOR ESTIMATION OF THE PARAMETERS OF TIME-SERIES [J].
GARDNER, WA .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1991, 37 (01) :216-218
[10]  
GARDNER WA, 1991, IEEE SIGNAL PROC APR, P14