Deep generator priors for Bayesian seismic inversion

被引：13
|
作者：
Fang, Zhilong [1 ,3 ]
Fang, Hongjian [2 ,3 ]
Demanet, Laurent [1 ,2 ,3 ]
机构：
[1] MIT, Dept Math, Cambridge, MA 02139 USA
[2] MIT, Dept Earth Atmospher & Planetary Sci, Cambridge, MA USA
[3] MIT, Earth Resource Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA
来源：
MACHINE LEARNING IN GEOSCIENCES | 2020年 / 61卷
关键词：
WAVE-FORM INVERSION; UNCERTAINTY QUANTIFICATION; INFORMATION; VELOCITY; MANTLE;
D O I：
10.1016/bs.agph.2020.07.002
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
引用
收藏
页码：179 / 216
页数：38
相关论文
共 50 条
  • [1] Generalized priors in Bayesian inversion problems
    Kitanidis, Peter K.
    ADVANCES IN WATER RESOURCES, 2012, 36 : 3 - 10
  • [2] Deep Bayesian inference for seismic imaging with tasks
    Siahkoohi, Ali
    Rizzuti, Gabrio
    Herrmann, Felix J.
    GEOPHYSICS, 2022, 87 (05) : S281 - S302
  • [3] EFFICIENT BAYESIAN DEEP INVERSION
    Higham, Catherine F.
    Johnson, Steven
    Radwell, Neal
    Padgett, Miles J.
    Murray-Smith, Roderick
    JOURNAL OF COMPUTATIONAL DYNAMICS, 2024, 11 (04): : 427 - 441
  • [4] EFFICIENT BAYESIAN DEEP INVERSION
    Higham, Catherine f.
    Johnson, Steven
    Radwell, Neal
    Padgett, Miles j.
    Murray-smith, Roderick
    JOURNAL OF COMPUTATIONAL DYNAMICS, 2023,
  • [5] Sparse Variational Bayesian Inversion for Subsurface Seismic Imaging
    Urozayev, Dias
    Ait-El-Fquih, Boujemaa
    Peter, Daniel B.
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62 : 1 - 13
  • [6] Deep-Learning Inversion of Seismic Data
    Li, Shucai
    Liu, Bin
    Ren, Yuxiao
    Chen, Yangkang
    Yang, Senlin
    Wang, Yunhai
    Jiang, Peng
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 58 (03): : 2135 - 2149
  • [7] Deep-learning viscoelastic seismic inversion for mapping subsea permafrost
    Bustamante, Jefferson
    Fabien-Ouellet, Gabriel
    Duchesne, Mathieu J.
    Ibrahim, Amr
    GEOPHYSICS, 2024, 89 (04) : R339 - R353
  • [8] Constraining landslide characteristics with Bayesian inversion of field and seismic data
    Moretti, L.
    Mangeney, A.
    Walter, F.
    Capdeville, Y.
    Bodin, T.
    Stutzmann, E.
    Le Friant, A.
    GEOPHYSICAL JOURNAL INTERNATIONAL, 2020, 221 (02) : 1341 - 1348
  • [9] Deep Learning with Adaptive Attention for Seismic Velocity Inversion
    Li, Fangda
    Guo, Zhenwei
    Pan, Xinpeng
    Liu, Jianxin
    Wang, Yanyi
    Gao, Dawei
    REMOTE SENSING, 2022, 14 (15)
  • [10] Bayesian seismic inversion: a fast sampling Langevin dynamics Markov chain Monte Carlo method
    Izzatullah, Muhammad
    van Leeuwen, Tristan
    Peter, Daniel
    GEOPHYSICAL JOURNAL INTERNATIONAL, 2021, 227 (03) : 1523 - 1553
12345