DocumentCode :
812879
Title :
Bayesian estimation of medium properties in wavefield downward extrapolation problems
Author :
Pitas, Ioannis ; Venetsanopoulos, Anatasios N.
Author_Institution :
Dept. of Electr. Eng., Toronto Univ., Ont., Canada
Volume :
36
Issue :
5
fYear :
1988
fDate :
5/1/1988 12:00:00 AM
Firstpage :
787
Lastpage :
796
Abstract :
When acoustic waves are used for nondestructive imaging of the interior of objects such as the Earth the human body, etc., the wavefield measurements recorded on the surface of the object are extrapolated according to the wave equation to give an image of the object. The extrapolation propagates backward the noise present in the measurements, so that the quality of the final image is degraded, unless statistical restoration techniques are used. Another source of degradation of the image is the insufficient knowledge of some properties of the medium such as the wave propagation velocity. Bayesian estimation techniques are proposed for the problems and are shown to be superior to known methods such as direct inversion or Wiener filtering. Their superiority comes from the fact that they utilize all the a priori information available and also provide means to estimate characteristics of the media. Most of them are iterative algorithms, which give a flexibility in the techniques but cause problems when the convergence rate is slow. In general, the algorithms are quite computationally intensive since they use two-dimensional fast Fourier transforms for their implementation
Keywords :
Bayes methods; acoustic imaging; acoustic signal processing; acoustic wave propagation; estimation theory; Bayesian estimation; Earth; Wiener filtering; acoustic waves; convergence rate; direct inversion; human body; iterative algorithms; nondestructive imaging; two-dimensional fast Fourier transforms; wave propagation velocity; wavefield downward extrapolation; Acoustic imaging; Acoustic measurements; Acoustic waves; Bayesian methods; Degradation; Earth; Humans; Iterative algorithms; Partial differential equations; Surface acoustic waves;
fLanguage :
English
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
0096-3518
Type :
jour
DOI :
10.1109/29.1588
Filename :
1588
Link To Document :
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