TY - JOUR
T1 - Nonparametric Polyspectral Estimators for kth-Order (Almost) Cyclostationary Processes
AU - Dandawate, Amod V.
AU - Giannakis, Georgios B.
PY - 1994/1
Y1 - 1994/1
N2 - Second-and higher-order almost cyclostationary processes are random signals with almost periodically time-varying statistics. The class includes stationary and cyclostation-ary 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).
AB - Second-and higher-order almost cyclostationary processes are random signals with almost periodically time-varying statistics. The class includes stationary and cyclostation-ary 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).
KW - Nonstationary spectral analysis
KW - asymptotic distribution and variance
KW - cyclostationary sequences
KW - higher order statistics
KW - nonparametric cyclic-polyspectrum estimation consistemcy
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U2 - 10.1109/18.272456
DO - 10.1109/18.272456
M3 - Article
AN - SCOPUS:0028313927
VL - 40
SP - 67
EP - 84
JO - IEEE Transactions on Information Theory
JF - IEEE Transactions on Information Theory
SN - 0018-9448
IS - 1
ER -