SVD-free low-rank matrix factorization : wavefield reconstruction via jittered subsampling and reciprocity
Title | SVD-free low-rank matrix factorization : wavefield reconstruction via jittered subsampling and reciprocity |
Publication Type | Conference |
Year of Publication | 2014 |
Authors | Rajiv Kumar, Aleksandr Y. Aravkin, Ernie Esser, Hassan Mansour, Felix J. Herrmann |
Conference Name | EAGE Annual Conference Proceedings |
Month | 06 |
Keywords | EAGE, interpolation, low-rank, reciprocity |
Abstract | Recently computationally efficient rank optimization techniques have been studied extensively to develop a new mathematical tool for the seismic data interpolation. So far, matrix completion problems have been discussed where sources are subsample according to a discrete uniform distribution. In this paper, we studied the effect of two different subsampling techniques on seismic data interpolation using rank-regularized formulations, namely jittered subsampling over uniform random subsampling. The other objective of this paper is to combine the fact of source-receiver reciprocity with the rank-minimization techniques to enhance the accuracy of missing-trace interpolation. We illustrate the advantages of jittered subsampling and reciprocity using a seismic line from Gulf of Suez to obtain high quality results for interpolation, a key application in exploration geophysics. |
URL | https://slim.gatech.edu/Publications/Public/Conferences/EAGE/2014/kumar2014EAGErank/kumar2014EAGErank.pdf |
DOI | 10.3997/2214-4609.20141394 |
Presentation | |
Citation Key | kumar2014EAGErank |