Title :
On discrete-time estimators of second-order moments of generalized almost-cyclostationary processes
Author :
Napolitano, Antonio
Author_Institution :
Dipt. per le Tecnol., Univ. di Napoli “Parthenope”, Naples, Italy
Abstract :
In this paper, a discrete-time estimator is proposed for second-order moments of continuous-time generalized almost-cyclostationary (GACS) processes. GACS processes have statistical functions that are almost-periodic functions of time whose Fourier series expansions have both frequencies and coefficients that depend on the lag shifts of the processes. The class of GACS processes includes the almost-cyclostationary (ACS) processes which are obtained as a special case when the frequencies do not depend on the lag shifts. ACS processes filtered by Doppler channels and communications signals with time-varying parameters are further examples. The discrete-time process obtained by uniformly sampling a continuous-time GACS process is considered. It is shown that such discrete-time process is ACS and it is proved that its discrete-time cyclic correlogram is a mean-square consistent estimator of the cyclic autocorrelation function of the continuous-time GACS process, as the sampling period approaches zero and the data-record length approaches infinity.
Keywords :
Fourier series; continuous time systems; discrete time systems; estimation theory; mean square error methods; signal processing; ACS processes; Doppler channels; Fourier series expansions; GACS processes; almost-periodic functions; communications signals; continuous-time generalized almost-cyclostationary processes; cyclic autocorrelation function; discrete-time cyclic correlogram; discrete-time estimators; generalized almost-cyclostationary processes; mean-square consistent estimator; second-order moments; statistical functions; time-varying parameters; Chirp; Correlation; Doppler effect; Estimation; Europe; Standards;
Conference_Titel :
Signal Processing Conference, 2007 15th European
Conference_Location :
Poznan
Print_ISBN :
978-839-2134-04-6