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Construction the pseudo-Hessian matrix in Gauss-Newton Method and Seismic Waveform Inversion  

Ha, Tae-Young (서울대학교 수리과학부)
Publication Information
Geophysics and Geophysical Exploration / v.7, no.3, 2004 , pp. 191-196 More about this Journal
Abstract
Seismic waveform inversion can be solved by using the classical Gauss-Newton method, which needs to construct the huge Hessian by the directly computed Jacobian. The property of Hessian mainly depends upon a source and receiver aperture, a velocity model, an illumination Bone and a frequency content of source wavelet. In this paper, we try to invert the Marmousi seismic data by controlling the huge Hessian appearing in the Gauss-Newton method. Wemake the two kinds of he approximate Hessian. One is the banded Hessian and the other is the approximate Hessian with automatic gain function. One is that the 1st updated velocity model from the banded Hessian is nearly the same of the result from the full approximate Hessian. The other is that the stability using the automatic gain function is more improved than that without automatic gain control.
Keywords
Gauss-Newton method; pseudo-Hessian matrix; waveform inversion;
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