摘要: 本贴给出 DL-FWI 方向常用的论文列表, 原始文件由孙钰整理.
@ARTICLE{AdlerPolo2021Acceleration,
author = {Amir Adler and Mauricio Araya-Polo and Tomaso Poggio},
title = {Deep learning for seismic inverse problems: {T}oward the acceleration of geophysical analysis workflows},
journal = {IEEE Signal Processing Magazine},
year = {2021},
volume = {38},
number = {2},
pages = {89--119},
doi = {10.1109/msp.2020.3037429}
}
@ARTICLE{AleardiSalusti2021Elastic,
author = {Mattia Aleardi and Alessandro Salusti},
title = {Elastic prestack seismic inversion through discrete cosine transform reparameterization and convolutional neural networks},
journal = {Geophysics},
year = {2021},
volume = {86},
pages = {R129--R146},
doi = {10.1190/geo2020-0313.1}
}
@ARTICLE{AminzadehBurkhard1994SEG,
author = {F. Aminzadeh and N. Burkhard and L. Nicoletis and F. Rocca and K. Wyatt},
title = {{SEG/EAEG} 3-{D} modeling project: 2nd update},
journal = {The Leading Edge},
year = {1994},
volume = {13},
number = {9},
pages = {949--952},
doi = {10.1190/1.1437054}
}
@ARTICLE{ArayaPoloDahlke2017Fault,
author = {Mauricio Araya-Polo and Taylor Dahlke and Charlie Frogner and Chiyuan Zhang and Tomaso Poggio and Detlef Hohl},
title = {Automated fault detection without seismic processing},
journal = {The Leading Edge},
year = {2017},
volume = {36},
number = {3},
pages = {208--214},
doi = {10.1190/tle36030208.1}
}
@ARTICLE{ArayaPoloFarris2019VMB,
author = {Mauricio Araya-Polo and Stuart Farris and Manuel Florez},
title = {Deep learning-driven velocity model building workflow},
journal = {The Leading Edge},
year = {2019},
volume = {38},
number = {11},
pages = {872a1--872a9},
doi = {10.1190/tle38110872a1.1}
}
@ARTICLE{ArayaPoloJennings2018GeoDNN,
author = {Mauricio Araya-Polo and Joseph Jennings and Amir Adler and Taylor Dahlke},
title = {Deep-learning tomography},
journal = {The Leading Edge},
year = {2018},
volume = {37},
number = {1},
pages = {58--66},
doi = {10.1190/tle37010058.1}
}
@INPROCEEDINGS{BaiKoltun2020Multiscale,
author = {Shaojie Bai and Vladlen Koltun and J. Zico Kolter},
title = {Multiscale deep equilibrium models},
booktitle = {Proc. NeurIPS},
year = {2020},
pages = {5238--5250},
doi = {10.5555/3495724.3496164}
}
@ARTICLE{Baxter1997Bayesian,
author = {Jonathan Baxter},
title = {A {B}ayesian/information theoretic model of learning to learn via multiple task sampling},
journal = {Machine Learning},
year = {1997},
volume = {28},
pages = {7--39},
doi = {10.1023/A:1007327622663}
}
@ARTICLE{BengioLouraddour2009Curriculum,
author = {Yoshua Bengio and J{\'e}r{\^o}me Louraddour and Ronan Collobert and Jason Weston},
title = {Curriculum learning},
journal = {Journal of the American Podiatry Association},
year = {2009},
volume = {60},
number = {1},
pages = {14--18},
doi = {10.1145/1553374.1553380}
}
@ARTICLE{Berenger1994PML,
author = {Jean-Pierre Berenger},
title = {A perfectly matched layer for the absorption of electromagnetic waves},
journal = {Journal of Computational Physics},
year = {1994},
volume = {114},
number = {2},
pages = {185--200},
doi = {10.1006/jcph.1994.1159}
}
@ARTICLE{BoonyasiriwatValasek2009Multiscale,
author = {Chaiwoot Boonyasiriwat and Paul Valasek and Partha Routh and Weiping Cao and Gerard T. Schuster and Brian Macy},
title = {An efficient multiscale method for time-domain waveform tomography},
journal = {Geophysics},
year = {2009},
volume = {74},
number = {6},
pages = {WCC59--WCC68},
doi = {10.1190/1.3151869}
}
@ARTICLE{Canny1986EdgeDetection,
author = {John Canny},
title = {A computational approach to edge detection},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
year = {1986},
volume = {PAMI-8},
number = {6},
pages = {679--698},
doi = {10.1109/TPAMI.1986.4767851}
}
@ARTICLE{CaoEarp2020Noise,
author = {Ruikun Cao and Stephanie Earp and Sjoerd A. L. de Ridder and Andrew Curtis and Erica Galetti},
title = {Near-real-time near-surface 3{D} seismic velocity and uncertainty models by wavefield gradiometry and neural network inversion of ambient seismic noise},
journal = {Geophysics},
year = {2020},
volume = {85},
number = {1},
pages = {KS13--KS27},
doi = {10.1190/geo2018-0562.1}
}
@ARTICLE{Caruana1997Multitask,
author = {Rich Caruana},
title = {Multitask learning},
journal = {Machine Learning},
year = {1997},
volume = {28},
pages = {41--75},
doi = {10.1023/A:1007379606734}
}
@ARTICLE{ChenGao2021Optinspired,
author = {Hongling Chen and Jinghuai Gao and Xiudi Jiang and Zhaoqi Gao and Wei Zhang},
title = {Optimization-inspired deep learning high-resolution inversion for seismic data},
journal = {Geophysics},
year = {2021},
volume = {86},
number = {3},
pages = {R265--R276},
doi = {10.1190/geo2020-0034.1}
}
@ARTICLE{ChenSchuster2020Newtonian,
author = {Yuqing Chen and Gerard T. Schuster},
title = {Seismic inversion by {N}ewtonian machine learning},
journal = {Geophysics},
year = {2020},
volume = {85},
number = {4},
pages = {WA185--WA200},
doi = {10.1190/geo2019-0434.1}
}
@ARTICLE{ChenYang2022Elastic,
author = {Guoxin Chen and Wencai Yang and Hanchuang Wang and Huamin Zhou and Xingguo Huang},
title = {Elastic full waveform inversion based on full-band seismic data reconstructed by dual deconvolution},
journal = {IEEE Geoscience and Remote Sensing Letters},
year = {2022},
volume = {19},
pages = {1--5},
doi = {10.1109/LGRS.2022.3178915}
}
@INPROCEEDINGS{ChenZhu2018Segmentation,
author = {Liang-Chieh Chen and Yukun Zhu and George Papandreou and Florian Schroff and Hartwig Adam},
title = {Encoder-decoder with atrous separable convolution for semantic image segmentation},
booktitle = {Proc. ECCV},
year = {2018},
pages = {801--818},
doi = {10.1007/978-3-030-01234-2\_49}
}
@INPROCEEDINGS{Chollet2017Xception,
author = {Fran{\c{c}}ois Chollet},
title = {Xception: {D}eep learning with depthwise separable convolutions},
booktitle = {Proc. CVPR},
year = {2017},
pages = {1251--1258},
doi = {10.1109/CVPR.2017.195}
}
@ARTICLE{CongCong2023ContSPL,
author = {Wei Cong and Yang Cong and Gan Sun and Yuyang Liu and Jiahua Dong},
title = {Self-paced weight consolidation for continual learning},
journal = {IEEE Transactions on Neural Networks and Learning Systems},
year = {2023},
pages = {1--14},
doi = {10.1109/TCSVT.2023.3304567}
}
@ARTICLE{DattaSen2016Estimating,
author = {Debanjan Datta and Mrinal K. Sen},
title = {Estimating a starting model for full-waveform inversion using a global optimization method},
journal = {Geophysics},
year = {2016},
volume = {81},
number = {4},
pages = {R211--R223},
doi = {10.1190/geo2015-0339.1}
}
@INPROCEEDINGS{DengFeng2022OpenFWI,
author = {Chengyuan Deng and Shihang Feng and Hanchen Wang and Xitong Zhang and Peng Jin and Yinan Feng and Qili Zeng and Yinpeng Chen and Youzuo Lin},
title = {{OpenFWI}: {L}arge-Scale multi-structural benchmark datasets for seismic full waveform inversion},
booktitle = {Proc. NeurIPS},
year = {2022},
pages = {1--36},
doi = {10.48550/arXiv.2111.02926}
}
@INPROCEEDINGS{DevlinChang2019Transformer,
author = {Jacob Devlin and Ming-Wei Chang and Kenton Lee and Kristina Toutanova},
title = {{BERT}: {P}re-training of deep bidirectional transformers for language understanding},
booktitle = {Proc. NAACL-HLT},
year = {2019},
pages = {4171--4186},
doi = {10.18653/v1/N19-1423}
}
@ARTICLE{EngquistMajda1977Absorbing,
author = {Bj{\"o}rn Engquist and Andrew Majda},
title = {Absorbing boundary conditions for numerical simulation of waves},
journal = {PNAS},
year = {1997},
volume = {74},
number = {5},
pages = {1765--1766},
doi = {10.1073/pnas.74.5.1765}
}
@ARTICLE{FabienOuelletSarkar2020RNN,
author = {Gabriel Fabien-Ouellet and Rahul Sarkar},
title = {Seismic velocity estimation: {A} deep recurrent neural-network approach},
journal = {Geophysics},
year = {2020},
volume = {85},
pages = {U21--U29},
doi = {10.1190/geo2018-0786.1}
}
@ARTICLE{FanXiong2021Interpretability,
author = {Feng-Lei Fan and Jinjun Xiong and Mengzhou Li and Ge Wang},
title = {On interpretability of artificial neural networks: {A} survey},
journal = {IEEE Transactions on Radiation and Plasma Medical Sciences},
year = {2021},
volume = {5},
number = {6},
pages = {741--760},
doi = {10.1109/TRPMS.2021.3066428}
}
@INPROCEEDINGS{FengChen2022Intriguing,
author = {Yinan Feng and Yinpeng Chen and Shihang Feng and Peng Jin and Zicheng Liu and Youzuo Lin},
title = {An intriguing property of geophysics inversion},
booktitle = {Proc. ICML},
year = {2022},
pages = {1--13},
doi = {10.48550/arXiv.2204.13731}
}
@INPROCEEDINGS{FengWang2023EFWI,
author = {Shihang Feng and Hanchen Wang and Chengyuan Deng and Yinan Feng and Yanhua Liu and Min Zhu and Peng Jin and Yinpeng Chen and Youzuo Lin},
title = {{$\mathbb{E}^\mathbf{FWI}$}: {M}ulti-parameter benchmark datasets for elastic full waveform inversion of geophysical properties},
booktitle = {Proc. NeurIPS},
year = {2023},
pages = {1--10},
doi = {10.48550/arXiv.2306.12386}
}
@MISC{FengChen2023Selfsupervised,
author = {Yinan Feng and Yinpeng Chen and Peng Jin and Shihang Feng and Zicheng Liu and Youzuo Lin},
title = {Simplifying full waveform inversion via domain-independent self-supervised learning},
howpublished = {\url{http://arxiv.org/pdf/2305.13314.pdf}},
year = {2023}
}
@ARTICLE{FengLin2022Multiscale,
author = {Shihang Feng and Youzuo Lin and Brendt Wohlberg},
title = {Multiscale data-driven seismic full-waveform inversion with field data study},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
year = {2022},
volume = {60},
pages = {1--15},
doi = {10.1109/tgrs.2021.3114101}
}
@ARTICLE{GaoPan2019Frequency,
author = {Zhaoqi Gao and Zhibin Pan and Jinghuai Gao and Ru-Shan Wu},
title = {Frequency controllable envelope operator and its application in multiscale full-waveform inversion},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
year = {2019},
volume = {57},
number = {2},
pages = {683--699},
doi = {10.1109/TGRS.2018.2859219}
}
@INPROCEEDINGS{GoodfellowPougetAbadie2014GAN,
author = {Ian J. Goodfellow and Jean Pouget-Abadie and Mehdi Mirza and Bing Xu and David Warde-Farley and Sherjil Ozair and Aaron Courville and Yoshua Bengio},
title = {Generative adversarial nets},
booktitle = {Proc. NeurIPS},
year = {2014},
pages = {2672--2680},
doi = {10.5555/2969033.2969125}
}
@ARTICLE{GuaschWarner2019Adaptive,
author = {Llu{\'i}s Guasch and Michael Warner and C{\'e}line Ravaut},
title = {Adaptive waveform inversion: {P}ractice},
journal = {Geophysics},
year = {2019},
volume = {84},
number = {3},
pages = {R447--R461},
doi = {10.1190/geo2018-0377.1}
}
@INPROCEEDINGS{GulrajaniAhmed2017WassersteinGANs,
author = {Ishaan Gulrajani and Faruk Ahmed and Martin Arjovsky and Vincent Dumoulin and Aaron Courville},
title = {Improved training of {W}asserstein {GAN}s},
booktitle = {Proc. NeurIPS},
year = {2017},
pages = {5769--5779},
doi = {10.48550/arXiv.1704.00028}
}
@INPROCEEDINGS{GuoGao2023SCANet,
author = {Yu Guo and Yuan Gao and Wen Liu and Yuxu Lu and Jingxiang Qu and Shengfeng He and Wenqi Ren},
title = {{SCAN}et: {S}elf-paced semi-curricular attention network for non-homogeneous image dehazing},
booktitle = {Proc. CVPR},
year = {2023},
pages = {1885--1894},
doi = {10.1109/CVPRW59228.2023.00186}
}
@INPROCEEDINGS{GuoHuang2018CurriculumNetImage,
author = {Sheng Guo and Weilin Huang and Haozhi Zhang and Chenfan Zhuang and Dengke Dong and Matthew R. Scott and Dinglong Huang},
title = {Curriculum{N}et: {W}eakly supervised learning from large-scale web images},
booktitle = {Proc. ECCV},
year = {2018},
pages = {139--154},
doi = {10.1007/978-3-030-01249-6\_9}
}
@ARTICLE{HateleyRoberts2020Detection,
author = {James C. Hateley and Jay Roberts and Kyle Mylonakis and Xu Yang},
title = {Deep learning seismic substructure detection using the frozen {G}aussian approximation},
journal = {Journal of Computational Physics},
year = {2020},
volume = {409},
pages = {109313},
doi = {10.1016/j.jcp.2020.109313}
}
@ARTICLE{HeWang2021FWI,
author = {Qinglong He and Yanfei Wang},
title = {Reparameterized full-waveform inversion using deep neural networks},
journal = {Geophysics},
year = {2021},
volume = {86},
number = {1},
pages = {V1--V13},
doi = {10.1190/geo2019-0382.1}
}
@INPROCEEDINGS{HeZhang2016ResNet,
author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
title = {Deep residual learning for image recognition},
booktitle = {Proc. CVPR},
year = {2016},
pages = {770--778},
doi = {10.1109/CVPR.2016.90}
}
@ARTICLE{HonarbakhshSiahkoohi2023SeisDeepNET,
author = {Vahid Honarbakhsh and Hamid Reza Siahkoohi and Mansoor Rezghi and Hamid Sabeti},
title = {{S}eis{D}eep{NET}: {A}n extension of {D}eeplabv3+ for full waveform inversion problem},
journal = {Expert Systems with Applications},
year = {2023},
volume = {213},
pages = {118848},
doi = {10.1016/j.eswa.2022.118848}
}
@ARTICLE{Hornik1991Approximation,
author = {Kurt Hornik},
title = {Approximation capabilities of multilayer feedforward networks},
journal = {Neural Networks},
year = {1991},
volume = {4},
number = {2},
pages = {251--257},
doi = {10.1016/0893-6080(91)90009-T}
}
@INPROCEEDINGS{HuangLiu2017DenseNet,
author = {Gao Huang and Zhuang Liu and Van Der Maaten and Laurens van der Maaten},
title = {Densely connected convolutional networks},
booktitle = {Proc. CVPR},
year = {2017},
pages = {4700--4708},
doi = {10.1109/CVPR.2017.243}
}
@ARTICLE{HuChen2018Retrieving,
author = {Wenyi Hu and Jiefu Chen and Jianguo Liu and Aria Abubakar},
title = {Retrieving low wavenumber information in {FWI}: {A}n overview of the cycle-skipping phenomenon and solutions},
journal = {IEEE Signal Processing Magazine},
year = {2018},
volume = {35},
number = {2},
pages = {132--141},
doi = {10.1109/msp.2017.2779165}
}
@ARTICLE{HughesWilliamson2019RNN,
author = {Tyler W. Hughes and Ian A. D. Williamson and Momchil Minkov and Shanhui Fan},
title = {Wave physics as an analog recurrent neural network},
journal = {Science Advances},
year = {2019},
volume = {5},
number = {12},
pages = {1--6},
doi = {10.1126/sciadv.aay6946}
}
@ARTICLE{HuJin2021Progressive,
author = {Wenyi Hu and Yuchen Jin and Xuqing Wu and Jiefu Chen},
title = {Progressive transfer learning for low-frequency data prediction in full-waveform inversion},
journal = {Geophysics},
year = {2021},
volume = {86},
number = {4},
pages = {R369--R382},
doi = {10.1190/geo2020-0598.1}
}
@INPROCEEDINGS{IoffeSzegedy2015BN,
author = {Sergey Ioffe and Christian Szegedy},
title = {Batch normalization: {A}ccelerating deep network training by reducing internal covariate shift},
booktitle = {Proc. ICML},
year = {2015},
pages = {448--456},
doi = {10.48550/arXiv.1502.03167}
}
@INPROCEEDINGS{JiangMeng2015SPCL,
author = {Lu Jiang and Deyu Meng and Qian Zhao and Shiguang Shan and Alexander G. Hauptmann},
title = {Self-paced curriculum learning},
booktitle = {Proc. AAAI},
year = {2015},
pages = {2694--2700},
doi = {10.5555/2886521.2886696}
}
@INPROCEEDINGS{JinZhang2022Loop,
author = {Peng Jin and Xitong Zhang and Yinpeng Chen and Sharon Xiaolei Huang and Zicheng Liu and Youzuo Lin},
title = {Unsupervised learning of full-waveform inversion: {C}onnecting {CNN} and partial differential equation in a loop},
booktitle = {Proc. ICLR},
year = {2022},
pages = {1--20},
doi = {10.48550/arXiv.2110.07584}
}
@ARTICLE{KazeiOvcharenko2021Mapping,
author = {Vladimir Kazei and Oleg Ovcharenko and Pavel Plotnitskii and Daniel Peter and Xiangliang Zhang and Tariq Alkhalifah},
title = {Mapping full seismic waveforms to vertical velocity profiles by deep learning},
journal = {Geophysics},
year = {2021},
volume = {86},
number = {5},
pages = {R711--R721},
doi = {10.1190/geo2019-0473.1}
}
@INPROCEEDINGS{KingmaBa2015Adam,
author = {Diederik P. Kingma and Jimmy Ba},
title = {Adam: {A} method for stochastic optimization},
booktitle = {Proc. ICLR},
year = {2015},
pages = {1--13},
doi = {10.48550/arXiv.1412.6980}
}
@ARTICLE{KomatitschTromp2003Boundary,
author = {Dimitri Komatitsch and Jeroen Tromp},
title = {A perfectly matched layer absorbing boundary condition for the second-order seismic wave equation},
journal = {Geophysical Journal International},
year = {2003},
volume = {154},
number = {1},
pages = {146--153},
doi = {10.1046/j.1365-246X.2003.01950.x}
}
@INPROCEEDINGS{KrizhevskySutskever2012ImageNet,
author = {Alex Krizhevsky and Ilya Sutskever and Geoffrey E. Hinton},
title = {Image{N}et classification with deep convolutional neural networks},
booktitle = {Proc. NIPS},
year = {2012},
pages = {1097--1105},
doi = {10.1145/3065386}
}
@ARTICLE{KumarPacker2010SPL,
author = {M. Pawan Kumar and Benjamin Packer and Daphne Koller},
title = {Self-paced learning for latent variable models},
journal = {Proc. NeurIPS},
year = {2010},
volume = {23},
pages = {1189--1197},
doi = {10.5555/2997189.2997322}
}
@INPROCEEDINGS{LaffertyMcCallum2001CRF,
author = {John Lafferty and Andrew McCallum and Fernando C.N. Pereira},
title = {Conditional random fields: {P}robabilistic models for segmenting and labeling sequence data},
booktitle = {Proc. ICML},
year = {2001},
pages = {282--289},
doi = {10.5555/645530.655813}
}
@ARTICLE{LeCunBengio2015DNN,
author = {Yann LeCun and Yoshua Bengio and Geoffrey Hinton},
title = {Deep learning},
journal = {Nature},
year = {2015},
volume = {521},
pages = {436--444},
doi = {10.1038/nature14539}
}
@INPROCEEDINGS{LecunBottou1998CNN,
author = {Yann LeCun and L{\'e}on Bottou and Yoshua Bengio and Patrick Haffner},
title = {Gradient-based learning applied to document recognition},
booktitle = {Proc. IEEE},
year = {1998},
pages = {2278--2324},
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@INCOLLECTION{LewisVigh2017Prior,
author = {Winston Lewis and Denes Vigh},
title = {Deep learning prior models from seismic images for full-waveform inversion},
booktitle = {SEG Technical Program Expanded Abstracts},
year = {2017},
pages = {1512--1517},
publisher = {Society of Exploration Geophysicists},
doi = {10.1190/segam2017-17627643.1}
}
@ARTICLE{LiCai2016Index,
author = {Leida Li and Hao Cai and Yabin Zhang and Weisi Lin and Alex C. Kot and Xingming Sun},
title = {Sparse representation-based image quality index with adaptive sub-dictionaries},
journal = {IEEE Transactions on Image Processing},
year = {2016},
volume = {25},
number = {8},
pages = {3775--3786},
doi = {10.1109/TIP.2016.2577891}
}
@ARTICLE{LiGuo2023Reservoir,
author = {Dong Li and Yinling Guo and Suping Peng and Yongxu Lu and Xiaoqin Cui and Wenfeng Du},
title = {Seismic full-waveform inversion based on superresolution for high-precision prediction of reservoir parameters},
journal = {Geophysics},
year = {2023},
volume = {88},
number = {3},
pages = {R243--R256},
doi = {10.1190/geo2022-0006.1}
}
@ARTICLE{Lin1991Shannon,
author = {Jianhua Lin},
title = {Divergence measures based on the {S}hannon entropy},
journal = {IEEE Transactions on Information Theory},
year = {1991},
volume = {37},
number = {1},
pages = {145--151},
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}
@INPROCEEDINGS{LinGao2020PixelSPL,
author = {Wei Lin and Junyu Gao and Qi Wang and Xuelong Li},
title = {Pixel-level self-paced learning for super-resolution},
booktitle = {Proc. ICASSP},
year = {2020},
pages = {2538--2542},
doi = {10.1109/ICASSP40776.2020.9054293}
}
@ARTICLE{LinTheiler2023Physics,
author = {Youzuo Lin and James Theiler and Brendt Wohlberg},
title = {Physics-guided data-driven seismic inversion: {R}ecent progress and future opportunities in full-waveform inversion},
journal = {IEEE Signal Processing Magazine},
year = {2023},
volume = {40},
number = {1},
pages = {115--133},
doi = {10.1109/MSP.2022.3217658}
}
@ARTICLE{LinZhong2023SeisGAN,
author = {Lei Lin and Zhi Zhong and Chuyang Cai and Chenglong Li and Heng Zhang},
title = {Seis{GAN}: {I}mproving seismic image resolution and reducing random noise using a generative adversarial network},
journal = {Mathematical Geosciences},
year = {2023},
pages = {1--27},
doi = {10.1007/s11004-023-10103-8}
}
@ARTICLE{LiSong2020Multitask,
author = {Yinshuo Li and Jianyong Song and Wenkai Lu and Patrice Monkam and Yile Ao},
title = {Multitask learning for super-resolution of seismic velocity model},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
year = {2020},
volume = {59},
number = {9},
pages = {8022--8033},
doi = {10.1109/TGRS.2020.3034502}
}
@ARTICLE{LiSong2021SuperResolution,
author = {Yinshuo Li and Jianyong Song and Wenkai Lu and Patrice Monkam and Yile Ao},
title = {Super-resolution of seismic velocity model guided by seismic data},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
year = {2021},
volume = {60},
pages = {5903912},
doi = {10.1109/TGRS.2021.3075622}
}
@ARTICLE{LiLi2022Loss,
author = {Hanyang Li and Xuegui Li and Hongli Dong and Fei Han and Chuang Wang},
title = {Full-waveform inversion with adversarial losses via deep learning},
journal = {Journal of Applied Geophysics},
year = {2022},
volume = {205},
pages = {104763},
doi = {10.1016/j.jappgeo.2022.104763}
}
@ARTICLE{LiLiu2020Deep,
author = {Shucai Li and Bin Liu and Yuxiao Ren and Yangkang Chen and Senlin Yang and Yunhai Wang and Peng Jiang},
title = {Deep-learning inversion of seismic data},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
year = {2020},
volume = {58},
number = {3},
pages = {2135--2149},
doi = {10.1109/TGRS.2019.2953473}
}
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% author = {王华忠},
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% journal = {石油物探},
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% author = {许祥 and 邹志辉 and 韩明亮 and 贾冬顺 and 周华伟 and 裴建新 and 马锐},
% title = {联合地震初至走时与早至波形的深度学习速度建模},
% journal = {地球物理学报},
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