Title :
Fractional Fourier Analysis of Random Signals and the Notion of /spl alpha/-Stationarity of the Wigner - Ville Distribution
Author :
Torres, Ricardo ; Torres, Estela
Author_Institution :
Grupo de Opt. y Tratamiento de Senales, Escuela de Fis., Univ. Ind. de Santander, Bucaramanga, Colombia
Abstract :
In this paper, a generalized notion of wide-sense α-stationarity for random signals is presented. The notion of stationarity is fundamental in the Fourier analysis of random signals. For this purpose, a definition of the fractional correlation between two random variables is introduced. It is shown that for wide-sense α -stationary random signals, the fractional correlation and the fractional power spectral density functions form a fractional Fourier transform pair. Thus, the concept of α -stationarity plays an important role in the analysis of random signals through the fractional Fourier transform for signals nonstationary in the standard formulation, but α -stationary. Furthermore, we define the α-Wigner-Ville distribution in terms of the fractional correlation function, in which the standard Fourier analysis is the particular case for α = π/2 , and it leads to the Wiener-Khinchin theorem.
Keywords :
Fourier transforms; Wigner distribution; signal processing; α -stationarity; Wiener-Khinchin theorem; Wigner-Ville distribution; fractional Fourier analysis; fractional Fourier transform pair; fractional correlation; fractional power spectral density function; wide-sense α -stationary random signal; Chirp; Convolution; Correlation; Fourier transforms; Random variables; Standards; Fractional correlation; Wiener-Khinchin theorem; Wigner-Ville distribution; fractional Fourier transformation; fractional power spectral density; random signals;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2012.2236834