Seismic waveform inversion with Gauss-Newton-Krylov method

TitleSeismic waveform inversion with Gauss-Newton-Krylov method
Publication TypeConference
Year of Publication2009
AuthorsYogi A. Erlangga, Felix J. Herrmann
Conference NameSEG Technical Program Expanded Abstracts
Month10
PublisherSEG
KeywordsSEG
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.

URLhttps://slim.gatech.edu/Publications/Public/Conferences/SEG/2009/erlangga09SEGswi/erlangga09SEGswi.pdf
DOI10.1190/1.3255332
Presentation
Citation Keyerlangga2009SEGswi