FRACTION-OF-TIME PROBABILITY FOR TIME-SERIES THAT EXHIBIT CYCLOSTATIONARITY

被引:34
作者
GARDNER, WA
BROWN, WA
机构
[1] Department of Electrical Engineering and Computer Science, University of California, Davis
[2] Mission Research Corporation, Carmel
关键词
CYCLOSTATIONARY TIME-SERIES; TEMPORAL PROBABILITY;
D O I
10.1016/0165-1684(91)90005-4
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
A nonstochastic alternative to the stochastic process framework for conceptualizing, modeling and analyzing time-series encountered in communications, radar and telemetry systems is proposed. Wold's isomorphism between a single time-series and an ergodic stationary stochastic process is generalized to accommodate time-series with periodic structure and corresponding cycloergodic cyclostationary stochastic processes. This reveals the existence of a nonstochastic theory for single time-series with periodic structure that completely parallels the theory of cycloergodic cyclostationary stochastic processes. In particular, the concept of a nonstochastic stationary fraction-of-time probability (temporal-probability) model for a single time-series, which is closely associated with Wold's isomorphism, is generalized to cyclostationary and almost cyclostationary nonstochastic temporal-probability models for time-series with periodic structure corresponding to a single period and to multiple incommensurate periods, respectively. Gaussian time-series are considered as a specific illustrative case. Applications to signal processing are cited.
引用
收藏
页码:273 / 292
页数:20
相关论文
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