Acoustic- and elastic-waveform inversion with total generalized p-variation regularization

被引:32
作者
Gao, Kai [1 ]
Huang, Lianjie [1 ]
机构
[1] Los Alamos Natl Lab, Geophys Grp, MS D452, Los Aamos, NM 87545 USA
关键词
Inverse theory; Waveform inversion; Seismic tomography; Wave propagation; OPTIMAL TRANSPORT; REFLECTION; RECONSTRUCTION; VELOCITY; MISFIT;
D O I
10.1093/gji/ggz203
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Geophysical models usually contain both sharp interfaces and smooth variations, and it is difficult to accurately account for both of these two types of medium parameter variations using conventional full-waveform inversion methods. We develop a novel full-waveform inversion method for acoustic and elastic waves using a total generalized p-variation regularization scheme to address these challenging problems. We decompose the full-waveform inversion into two subproblems and solve these two minimization subproblems using an alternating-direction minimization strategy. One important advantage of the total generalized p-variation regularization scheme is that it can simultaneously reconstruct sharp interfaces and smooth background variations of geophysical parameters. Such capability can also effectively suppress the noises in source-encoded inversion and sparse-data inversion, or inversion of noisy data. We demonstrate the advantages of our full-waveform inversion method using a checkerboard model, a modified elastic SEG/EAGE overthrust model, and a land field seismic data set. Our results of synthetic and field seismic data demonstrate that our method reconstructs both smooth background variations and sharp interfaces of subsurface geophysical properties accurately, and provides a useful tool for accurate and reliable inversion of field seismic data.
引用
收藏
页码:933 / 957
页数:25
相关论文
共 61 条
[1]  
Aghamiry H. S., 2018, P SEG AUG, P1253
[2]   Improving full-waveform inversion by wavefield reconstruction with the alternating direction method of multipliers [J].
Aghamiry, Hossein S. ;
Gholami, Ali ;
Operto, Stephane .
GEOPHYSICS, 2019, 84 (01) :R125-R148
[3]  
Aki K, 2002, QUANTITATIVE SEISMOL
[4]  
Anagaw A.Y., 2011, P 2011 CSPG CSEG CWL, P1
[5]  
[Anonymous], FOUND TRENDS MACH LE
[6]  
[Anonymous], 1995, Numerical methods for the solution of ill-posed problems
[7]   Regularized seismic full waveform inversion with prior model information [J].
Asnaashari, Amir ;
Brossier, Romain ;
Garambois, Stephane ;
Audebert, Francois ;
Thore, Pierre ;
Virieux, Jean .
GEOPHYSICS, 2013, 78 (02) :R25-R36
[8]   Simultaneous inversion of full data bandwidth by tomographic full-waveform inversion [J].
Biondi, Biondo ;
Almomin, Ali .
GEOPHYSICS, 2014, 79 (03) :WA129-WA140
[9]   Total Generalized Variation [J].
Bredies, Kristian ;
Kunisch, Karl ;
Pock, Thomas .
SIAM JOURNAL ON IMAGING SCIENCES, 2010, 3 (03) :492-526
[10]  
Brenders AJ, 2007, GEOPHYS J INT, V168, P152, DOI 10.1111/j.1365-246X.2006.03096x