Pass on the message: recent insights in large-scale sparse recovery

TitlePass on the message: recent insights in large-scale sparse recovery
Publication TypeConference
Year of Publication2012
AuthorsFelix J. Herrmann
Conference NameEAGE Annual Conference Proceedings
Month06
OrganizationEAGE
KeywordsEAGE, message passing, sparse inversion
Abstract

Data collection, data processing, and imaging in exploration seismology increasingly hinge on large-scale sparsity promoting solvers to remove artifacts caused by efforts to reduce costs. We show how the inclusion of a "message term" in the calculation of the residuals improves the convergence of these iterative solvers by breaking correlations that develop between the model iterate and the linear system that needs to be inverted. We compare this message-passing scheme to state-of-the-art solvers for problems in missing-trace interpolation and in dimensionality-reduced imaging with phase encoding.

URLhttps://www.slim.eos.ubc.ca/Publications/Public/Conferences/EAGE/2012/herrmann2012EAGEpmr/herrmann2012EAGEpmr.pdf
Presentation

https://www.slim.eos.ubc.ca/Publications/Public/Conferences/EAGE/2012/he...

URL1

http://earthdoc.eage.org/publication/publicationdetails/?publication=58935

Citation Keyherrmann2012EAGEpmr