Title :
Multiscale zero-crossing statistics of intrinsic mode functions for white Gaussian noise
Author :
Baykut, Suleyman ; Akgul, Tayfun
Author_Institution :
Dept. of Electron. & Commun. Eng., Istanbul Tech. Univ., Istanbul, Turkey
Abstract :
In this paper, the statistical characteristics of zero-crossing intervals and zero-crossing amplitudes (the time interval and the absolute value of extrema between two successive zero-crossings) of intrinsic mode functions of white Gaussian noise are studied. Intrinsic mode functions are extracted by empirical mode decomposition method. Numerous simulations are conducted and the probability distribution functions of zero-crossing intervals and amplitudes are obtained. Simulation results are included. These findings are important to determine the statistical significance of IMFs. These white noise-only case statistical characteristics can be used for signal detection and/or signal/noise separation and an efficient noise reduction can be achieved.
Keywords :
AWGN; decomposition; probability; signal detection; statistical analysis; IMF; empirical mode decomposition method; intrinsic mode function; multiscale zero-crossing statistical characteristics; noise reduction; probability distribution function; signal detection; signal-noise separation; white Gaussian noise; zero-crossing amplitude characteristics; zero-crossing interval characteristics; Empirical mode decomposition; Gaussian noise; Histograms; Spectral analysis; Weibull distribution; White noise;
Conference_Titel :
Signal Processing Conference, 2010 18th European
Conference_Location :
Aalborg