A scaled gradient projection method for total variation regularized full waveform inversion
Title | A scaled gradient projection method for total variation regularized full waveform inversion |
Publication Type | Presentation |
Year of Publication | 2014 |
Authors | Ernie Esser, Tristan van Leeuwen, Aleksandr Y. Aravkin, Felix J. Herrmann |
Keywords | Presentation, SINBAD, SINBADSPRING2014, SLIM |
Abstract | We propose a modification to the quadratic penalty formulation for seismic full waveform inversion proposed by van Leeuwen and Herrmann that includes convex constraints on the model. In particular, we show how to simultaneously constrain the total variation of the slowness squared while enforcing bound constraints to keep it within a physically realistic range. Synthetic experiments show that including total variation regularization can improve the recovery of a high velocity perturbation to a smooth background model. |
URL | https://slim.gatech.edu/Publications/Public/Conferences/SINBAD/2014/Spring/esser2014SINBADsgp/esser2014SINBADsgp.pdf |
Citation Key | esser2014SINBADsgp |