Generating Realistic Geology Conditioned on Physical Measurements with Generative Adversarial Networks

8 February 2018

Papers citing "Generating Realistic Geology Conditioned on Physical Measurements with Generative Adversarial Networks"

21 / 21 papers shown

Title
Deep autoregressive modeling for land use land cover C. Krapu Mark Borsuk Ryan Calder BDL 23 0 0 02 Jan 2024
Stable Rivers: A Case Study in the Application of Text-to-Image Generative Models for Earth Sciences C. Kupferschmidt A. Binns K. L. Kupferschmidt G. W. Taylor DiffM 18 2 0 13 Dec 2023
Latent Diffusion Model for Conditional Reservoir Facies Generation Daesoo Lee O. Ovanger J. Eidsvik Erlend Aune J. Skauvold R. Hauge DiffM 31 7 0 03 Nov 2023
Deep Stochastic Processes via Functional Markov Transition Operators Jin Xu Emilien Dupont Kaspar Martens Tom Rainforth Yee Whye Teh 35 4 0 24 May 2023
A stable deep adversarial learning approach for geological facies generation F. Bhavsar N. Desassis F. Ors T. Romary GAN AI4CE 30 2 0 12 May 2023
Generation of non-stationary stochastic fields using Generative Adversarial Networks A. Abdellatif A. Elsheikh Daniel Busby Philippe Berthet GAN 12 5 0 11 May 2022
Generating unrepresented proportions of geological facies using Generative Adversarial Networks A. Abdellatif A. Elsheikh G. Graham Daniel Busby Philippe Berthet CVBM GAN AI4CE 19 9 0 17 Mar 2022
Generative Models as Distributions of Functions Emilien Dupont Yee Whye Teh Arnaud Doucet 22 103 0 09 Feb 2021
3D CNN-PCA: A Deep-Learning-Based Parameterization for Complex Geomodels Yimin Liu L. Durlofsky AI4CE 24 60 0 16 Jul 2020
70 years of machine learning in geoscience in review Jesper Sören Dramsch VLM AI4CE 32 160 0 16 Jun 2020
Deep Learning of Dynamic Subsurface Flow via Theory-guided Generative Adversarial Network Tianhao He Dongxiao Zhang AI4CE 19 9 0 02 Jun 2020
Recent Developments Combining Ensemble Smoother and Deep Generative Networks for Facies History Matching S. A. Canchumuni J. D. B. Castro Júlia Potratz A. Emerick M. Pacheco 14 47 0 08 May 2020
Generating Geological Facies Models with Fidelity to Diversity and Statistics of Training Images using Improved Generative Adversarial Networks Lingchen Zhu Tuanfeng Zhang GAN 11 4 0 23 Sep 2019
Physics-informed semantic inpainting: Application to geostatistical modeling Q. Zheng L. Zeng Zhendan Cao George Karniadakis GAN 19 54 0 19 Sep 2019
DeepFlow: History Matching in the Space of Deep Generative Models L. Mosser O. Dubrule M. Blunt 35 13 0 14 May 2019
Parametrization of stochastic inputs using generative adversarial networks with application in geology Shing Chan A. Elsheikh GAN OOD 27 35 0 07 Apr 2019
Towards a Robust Parameterization for Conditioning Facies Models Using Deep Variational Autoencoders and Ensemble Smoother S. A. Canchumuni A. Emerick M. Pacheco OOD AI4CE 30 109 0 17 Dec 2018
Probabilistic Semantic Inpainting with Pixel Constrained CNNs Emilien Dupont S. Suresha 26 14 0 08 Oct 2018
Exemplar-based synthesis of geology using kernel discrepancies and generative neural networks Shing Chan A. Elsheikh GAN 6 2 0 20 Sep 2018
Parametric generation of conditional geological realizations using generative neural networks Shing Chan A. Elsheikh OOD GAN AI4CE 21 101 0 13 Jul 2018
Stochastic seismic waveform inversion using generative adversarial networks as a geological prior L. Mosser O. Dubrule M. Blunt GAN AI4CE 89 206 0 10 Jun 2018