NONPARAMETRIC POLYSPECTRAL ESTIMATORS FOR KTH-ORDER (ALMOST) CYCLOSTATIONARY PROCESSES

被引:88
作者
DANDAWATE, AV
GIANNAKIS, GB
机构
[1] Department of Electrical Engineering, University of Virginia, Charlottesville
基金
美国国家科学基金会;
关键词
NONSTATIONARY SPECTRAL ANALYSIS; CYCLOSTATIONARY SEQUENCES; NONPARAMETRIC CYCLIC-POLYSPECTRUM ESTIMATION; CONSISTENCY; ASYMPTOTIC DISTRIBUTION AND VARIANCE; HIGHER ORDER STATISTICS;
D O I
10.1109/18.272456
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Second- and higher-order almost cyclostationary processes are random signals with almost periodically time-varying statistics. The class includes stationary and cyclostationary processes as well as many real-life signals of interest. Cyclic and time-varying cumulants and polyspectra are defined for discrete-time real kth-order cyclostationary processes, and their interrelationships are explored. Smoothed polyperiodograms are proposed for cyclic polyspectral estimation and are shown to be consistent and asymptotically normal. Asymptotic covariance expressions are derived along with their computable forms. Higher than second-order cyclic cumulants and polyspectra convey time-varying phase information and are theoretically insensitive to any stationary (for nonzero cycles) as well as additive cyclostationary Gaussian noise (for all cycles).
引用
收藏
页码:67 / 84
页数:18
相关论文
共 50 条
[31]  
Hurd H. L., J TIME SER ANAL, V12, P337, DOI DOI 10.1111/J.1467-9892.1991.TB00088.X
[32]   NONPARAMETRIC TIME-SERIES ANALYSIS FOR PERIODICALLY CORRELATED PROCESSES [J].
HURD, HL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1989, 35 (02) :350-359
[33]   STATIONARIZING PROPERTIES OF RANDOM SHIFTS [J].
HURD, HL .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1974, 26 (01) :203-212
[34]  
HURD HL, 1990, 308 U N CAR DEP STAT
[35]  
HURD HL, 1990, 330 U N CAR DEP STAT
[36]   TIME SERIES WITH PERIODIC STRUCTURE [J].
JONES, RH ;
BRELSFORD, WM .
BIOMETRIKA, 1967, 54 :403-+
[37]  
LESKOW J, 1991, 170 U CAL DEP STAT A
[38]  
LONGO G, 1989, TIME FREQUENCY REPRE
[39]  
MARMARELIS VZ, 1983, IEEE T INFORMAT NOV, P937
[40]  
MARMARELIS VZ, 1981, JUL P IEEE, P841