Title :
Seismic multiple removal with a primal-dual proximal algorithm
Author :
Mai Quyen Pham ; Chaux, C. ; Duval, L. ; Pesquet, J.-C.
Author_Institution :
IFP Energies Nouvelles, Rueil-Malmaison, France
Abstract :
Both random and structured perturbations affect seismic data. Their removal, to unveil meaningful geophysical information, requires additional priors. Seismic multiples are one form of structured perturbations related to wave-field bouncing. In this paper, we model these undesired signals through a time-varying filtering process accounting for inaccuracies in amplitude, time-shift and average frequency of available templates. We recast the problem of jointly estimating the filters and the signal of interest (primary) in a new convex variational formulation, allowing the incorporation of knowledge about the noise statistics. By making some physically plausible assumptions about the slow time variations of the filters, and by adopting a potential promoting the sparsity of the primary in a wavelet frame, we design a primal-dual algorithm which yields good performance in the provided simulation examples.
Keywords :
geophysical signal processing; perturbation techniques; random processes; seismology; statistical analysis; time-varying filters; variational techniques; wavelet transforms; amplitude inaccuracies; average frequency; convex variational formulation; filter time variations; filters estimation; geophysical information; noise statistics; primal-dual proximal algorithm; random perturbations; seismic data; seismic multiple removal; seismic multiples; structured perturbations; time-shift; time-varying filtering process; wave-field bouncing; wavelet frame; Adaptation models; Estimation; Geophysics; Indexes; Noise; Seismic waves; Signal processing algorithms; Adaptive filters; Geophysical signal processing; Optimization methods; Signal restoration; Wavelet transforms;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6638056