Title :
Wavelet parameter and phase estimation using cumulant slices
Author :
Giannakis, Georgios B.
Author_Institution :
Dept. of Electr. Eng., Virginia Univ., Charlottesville, VA, USA
fDate :
7/1/1989 12:00:00 AM
Abstract :
A simple, closed-form expression relates one-dimensional output cumulant statistics with the parameters of a known-order moving-average wavelet. Based on this relationship the author obtains unique parameter and phase estimates of autoregressive moving-average seismic wavelets. The input reflectivity sequence is assumed to be non-Gaussian, independent, and identically distributed. The wavelet is not assumed to be minimum phase and is allowed to include all-pass factors. The seismogram is contaminated by additive-colored Gaussian noise. Simulations demonstrate that the algorithm works well for moderate-size data records with a relatively low signal-to-noise ratio
Keywords :
geophysical prospecting; geophysical techniques; seismology; additive-colored Gaussian noise; algorithm; autoregressive moving-average seismic wavelets; closed-form expression; cumulant slices; explosion seismology; input reflectivity sequence; known-order moving-average wavelet; one-dimensional output cumulant statistics; phase estimation; prospecting technique; seismogram; wavelet parameter; Closed-form solution; Deconvolution; Equalizers; Finite impulse response filter; Gaussian noise; Parameter estimation; Phase estimation; Signal to noise ratio; Sonar; Statistical distributions;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on