STATISTICAL TESTS FOR PRESENCE OF CYCLOSTATIONARITY

被引:501
作者
DANDAWATE, AV
GIANNAKIS, GB
机构
[1] Department of Electrical Engineering, University of Virginia, Charlottesville
关键词
D O I
10.1109/78.317857
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
Presence of kth-order cyclostationarity is defined in terms of nonvanishing cyclic-cumulants or polyspectra. Relying upon the asymptotic normality and consistency of kth-order cyclic statistics, asymptotically optimal chi2 tests are developed to detect presence of cycles in the kth-order cyclic cumulants or polyspectra, without assuming any specific distribution on the data. Constant false alarm rate tests are derived in both time- and frequency-domain and yield consistent estimates of possible cycles present in the kth-order cyclic statistics. Explicit algorithms for k less-than-or-equal-to 4 are discussed. Existing approaches are rather empirical and deal only with k less-than-or-equal-to 2 case. Simulation results are presented to confirm the performance of the given tests.
引用
收藏
页码:2355 / 2369
页数:15
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