Seismic waveform inversion with Gauss-Newton-Krylov method
Title | Seismic waveform inversion with Gauss-Newton-Krylov method |
Publication Type | Conference |
Year of Publication | 2009 |
Authors | Yogi A. Erlangga, Felix J. Herrmann |
Conference Name | SEG Technical Program Expanded Abstracts |
Month | 10 |
Publisher | SEG |
Keywords | SEG |
Abstract | This abstract discusses an implicit implementation of the Gauss-Newton method, used for the frequency-domain full-waveform inversion, where the inverse of the Hessian for the update is never formed explicitly. Instead, the inverse of the Hessian is computed approximately by a conjugate gradient (CG) method, which only requires the action of the Hessian on the CG search direction. This procedure avoids an excessive computer storage, usually needed for storing the Hessian, at the expense of extra computational work in CG. An effective preconditioner for the Hessian is important to improve the convergence of CG, and hence to reduce the overall computational work. |
URL | https://slim.gatech.edu/Publications/Public/Conferences/SEG/2009/erlangga09SEGswi/erlangga09SEGswi.pdf |
DOI | 10.1190/1.3255332 |
Presentation | |
Citation Key | erlangga2009SEGswi |