Full-waveform inversion with Mumford-Shah regularization
Title | Full-waveform inversion with Mumford-Shah regularization |
Publication Type | Conference |
Year of Publication | 2018 |
Authors | Ajinkya Kadu, Rajiv Kumar, Tristan van Leeuwen |
Conference Name | SEG Technical Program Expanded Abstracts |
Month | 10 |
Keywords | FWI, Mumford-Shah, regularization, SEG |
Abstract | Full-waveform inversion (FWI) is a non-linear procedure to es- timate subsurface rock parameters from surface measurements of induced seismic waves. This procedure is ill-posed in nature and hence, requires regularization to enhance some structure depending on the prior information. Recently, Total-variation (TV) regularization has gained popularity due to its ability to produce blocky structures. Contrary to this, the earth behave more like a piecewise smooth function. TV regularization fails to enforce this prior information into FWI. We propose a Mumford-Shah functional to incorporate the piecewise smooth spatial structure in the FWI procedure. The resulting opti- mization problem is solved by a splitting method. We show the improvement in results against TV regularization on two synthetic camembert examples. |
Notes | (SEG, Anaheim) |
URL | https://slim.gatech.edu/Publications/Public/Conferences/SEG/2018/kadu2018SEGMSFWI/kadu2018SEGMSFWI.pdf |
DOI | 10.1190/segam2018-2997224.1 |
Citation Key | kadu2018SEGMSFWI |