SEISMIC MULTIPLE REMOVAL WITH A PRIMAL-DUAL PROXIMAL ALGORITHM

被引:0
作者
Mai Quyen Pham [1 ,3 ]
Chaux, Caroline [2 ]
Duval, Laurent [1 ]
Pesquet, Jean-Christophe [3 ]
机构
[1] IFP Energies Nouvelles, 1 & 4 Av Bois Preau, F-92852 Rueil Malmaison, France
[2] Aix Marseille Univ, LATP UMR CNRS 7353, F-13453 Marseille, France
[3] Univ Paris Est, LIGM UMR CNRS 8049, F-77454 Paris, France
来源
2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2013年
关键词
Optimization methods; Wavelet transforms; Adaptive filters; Geophysical signal processing; Signal restoration; INVERSE PROBLEMS; FORMULATION;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
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.
引用
收藏
页码:2257 / 2261
页数:5
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