Title :
The cumulant theory of cyclostationary time-series. II. Development and applications
Author :
Spooner, Chad M. ; Gardner, William A.
Author_Institution :
Mission Res. Corp., Monterey, CA, USA
fDate :
12/1/1994 12:00:00 AM
Abstract :
For pt.I see ibid., vol.42, no.12, p.3387-3408 (1994). The development of the theory of nonlinear processing of cyclostationary time-series that is initiated in Part I is continued. A new type of cumulant for complex-valued variables is introduced and used to generalize the temporal and spectral moments and cumulants for cyclostationary time-series from real-valued to complex-valued time-series. The relations between the temporal and spectral moments and cumulants at the inputs and outputs of several signal processing operations are determined. Formulas for the temporal and spectral cumulants of complex-valued pulse-amplitude-modulated time-series are derived. Estimators for the temporal moments and cumulants and for the cyclic polyspectra are presented and their properties are discussed. The performance of these estimators is illustrated by several computer simulation examples for pulse-amplitude-modulated time-series. The theory is applied to the problems of weak-signal detection and interference-tolerant time-delay estimation
Keywords :
delays; higher order statistics; parameter estimation; polynomials; pulse amplitude modulation; signal detection; signal processing; spectral analysis; time series; complex-valued time-series; complex-valued variables; cumulant theory; cyclic polyspectra; cyclostationary time-series; interference-tolerant time-delay estimation; nonlinear processing; performance; pulse-amplitude-modulated time-series; real-valued time-series; spectral moments; temporal and spectral moments; weak-signal detection; Additives; Amplitude modulation; Bandwidth; Computer simulation; Frequency; Interference; Pulse generation; Sections; Signal processing; System identification;
Journal_Title :
Signal Processing, IEEE Transactions on