NONPARAMETRIC CYCLIC-POLYSPECTRAL ANALYSIS OF AM SIGNALS AND PROCESSES WITH MISSING OBSERVATIONS

被引:4
作者
DANDAWATE, AV
GIANNAKIS, GB
机构
[1] Department of Electrical Engineering, University of Virginia, Charlottesville
关键词
NONSTATIONARY SPECTRAL ESTIMATION; AMPLITUDE-MODULATED CYCLOSTATIONARY TIME SERIES; MISSING OBSERVATIONS; CONSISTENCY; ASYMPTOTIC DISTRIBUTION AND VARIANCE; CYCLIC MOMENT AND CUMULANT ESTIMATION; NONPARAMETRIC CYCLIC-POLYSPECTRUM ESTIMATION; HIGHER ORDER STATISTICS;
D O I
10.1109/18.265496
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
By viewing discrete-time amplitude-modulated signals and processes with missing observations as cyclostationary signals, nonparametric, mean-square sense consistent, and asymptotically normal single record estimators are developed for their kth-order cumulants and polyspectra, along with the asymptotic covariances. The proposed estimation schemes use cyclic cumulants and polyspectra, and are theoretically insensitive to any additive stationary noise. In addition, schemes of order k greater-than-or-equal-to 3 convey complete phase information and are insensitive to additive cyclostationary Gaussian noise of unknown covariance. The conventional approaches cannot recover mixed-phase linear processes, are susceptible to additive noise, and are a special case of the proposed schemes. Simulations demonstrate superior performance of the proposed algorithms.
引用
收藏
页码:1864 / 1876
页数:13
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