SVD-free matrix completion for seismic data reconstruction
Title | SVD-free matrix completion for seismic data reconstruction |
Publication Type | Presentation |
Year of Publication | 2014 |
Authors | Rajiv Kumar, Oscar Lopez, Ernie Esser, Felix J. Herrmann |
Keywords | Presentation, SINBAD, SINBADSPRING2014, SLIM |
Abstract | Seismic data interpolation via rank-minimization techniques has been recently introduced in the seismic community. All the existing rank-minimization techniques assumes the underlying grid to be regular. Irregularity is one of the common impediments in acquisition. In this work, we studied the effect of irregularity on structured and show that how we can modify the existing techniques to handle it. Other then irregularity, we often have missing data. We also show that we can tackle both regularization and interpolation issue simultaneously. The objective of this work is to extend our existing method of interpolation on structured grid to unstructured grid. We illustrate the advantages of the modification in existing methodology using a seismic line from Gulf of Suez to obtain high quality results for regularization and interpolation, a key application in exploration geophysics. |
URL | https://slim.gatech.edu/Publications/Public/Conferences/SINBAD/2014/Spring/kumar2014SINBADsfm/kumar2014SINBADsfm.pdf |
Citation Key | kumar2014SINBADsfm |