A deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems

16 August 2019

Papers citing "A deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems"

50 / 59 papers shown

Title
A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics Simulations Luca Menicali Andrew Grace David H. Richter Stefano Castruccio AI4CE 22 0 0 16 May 2025
Future Research Avenues for Artificial Intelligence in Digital Gaming: An Exploratory Report Markus Dablander 80 0 0 18 Dec 2024
GeoFUSE: A High-Efficiency Surrogate Model for Seawater Intrusion Prediction and Uncertainty Reduction Su Jiang Chuyang Liu D. Dwivedi AI4CE 31 0 0 26 Oct 2024
Efficient and generalizable nested Fourier-DeepONet for three-dimensional geological carbon sequestration Jonathan E. Lee Min Zhu Ziqiao Xi Kun Wang Yanhua O. Yuan Lu Lu AI4CE 31 3 0 25 Sep 2024
Deep learning surrogate models of JULES-INFERNO for wildfire prediction on a global scale Sibo Cheng Hector Chassagnon M. Kasoar Yike Guo Rossella Arcucci 34 2 0 30 Aug 2024
Accelerated training of deep learning surrogate models for surface displacement and flow, with application to MCMC-based history matching of CO2 storage operations Yifu Han François P. Hamon L. Durlofsky OOD AI4CE 24 1 0 20 Aug 2024
Deep Learning Framework for History Matching CO2 Storage with 4D Seismic and Monitoring Well Data Ekta U. Samani A. Banerjee 29 0 0 02 Aug 2024
A Fast Learning-Based Surrogate of Electrical Machines using a Reduced Basis Alejandro Ribés Nawfal Benchekroun Théo Delagnes AI4CE 46 1 0 27 Jun 2024
Optimization of geological carbon storage operations with multimodal latent dynamic model and deep reinforcement learning Zhongzheng Wang Yuntian Chen Guodong Chen Dongxiao Zhang AI4CE 29 0 0 07 Jun 2024
Enhancing Graph U-Nets for Mesh-Agnostic Spatio-Temporal Flow Prediction Sunwoong Yang Ricardo Vinuesa Namwoo Kang AI4CE 49 4 0 06 Jun 2024
Knowledge-Based Convolutional Neural Network for the Simulation and Prediction of Two-Phase Darcy Flows Zakaria Elabid Daniel Busby Abdenour Hadid AI4CE 21 1 0 04 Apr 2024
Leveraging Interpolation Models and Error Bounds for Verifiable Scientific Machine Learning Tyler Chang Andrew Gillette R. Maulik 49 2 0 04 Apr 2024
CarbonNet: How Computer Vision Plays a Role in Climate Change? Application: Learning Geomechanics from Subsurface Geometry of CCS to Mitigate Global Warming Wei Chen Yun Li Yuan Tian AI4CE 28 0 0 09 Mar 2024
Efficient deep data assimilation with sparse observations and time-varying sensors Sibo Cheng Che Liu Yike Guo Rossella Arcucci 29 20 0 24 Oct 2023
Computationally Efficient and Error Aware Surrogate Construction for Numerical Solutions of Subsurface Flow Through Porous Media Aleksei G. Sorokin Aleksandra Pachalieva Daniel O’Malley James M. Hyman F. J. Hickernell N. W. Hengartner 24 1 0 20 Oct 2023
Transfer learning-based physics-informed convolutional neural network for simulating flow in porous media with time-varying controls Jungang Chen Eduardo Gildin John E. Killough OOD AI4CE 13 7 0 10 Oct 2023
High Throughput Training of Deep Surrogates from Large Ensemble Runs Lucas Meyer M. Schouler R. Caulk Alejandro Ribés Bruno Raffin AI4CE 22 5 0 28 Sep 2023
Performance Comparison of Design Optimization and Deep Learning-based Inverse Design Min-seok Jwa Jihoon Kim S. Shin Ah-hyeon Jin Dongju Shin Namwoo Kang AI4CE 25 1 0 23 Aug 2023
Graph Convolutional Networks for Simulating Multi-phase Flow and Transport in Porous Media Jiamin Jiang B. Guo GNN AI4CE 24 0 0 10 Jul 2023
Learning CO $_2$ plume migration in faulted reservoirs with Graph Neural Networks X. Ju Franccois P. Hamon Gege Wen Rayan Kanfar Mauricio Araya-Polo H. Tchelepi AI4CE 27 1 0 16 Jun 2023
Physics-informed Convolutional Recurrent Surrogate Model for Reservoir Simulation with Well Controls Jungang Chen Eduardo Gildin John E. Killough AI4CE 27 6 0 15 May 2023
Fourier-MIONet: Fourier-enhanced multiple-input neural operators for multiphase modeling of geological carbon sequestration Zhongyi Jiang Min Zhu Dongzhuo Li Qiuzi Li Yanhua O. Yuan Lu Lu AI4CE 46 49 0 08 Mar 2023
Quantifying uncertainty for deep learning based forecasting and flow-reconstruction using neural architecture search ensembles R. Maulik Romain Egele Krishnan Raghavan Prasanna Balaprakash UQCV AI4TS AI4CE 30 6 0 20 Feb 2023
Deep learning based surrogate modeling for thermal plume prediction of groundwater heat pumps K. Davis Raphael Leiteritz Dirk Pflüger Miriam Schulte AI4CE 11 2 0 16 Feb 2023
Image-based Artificial Intelligence empowered surrogate model and shape morpher for real-time blank shape optimisation in the hot stamping process Hao Zhou Nan Li AI4CE 34 1 0 01 Dec 2022
A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning Enabling Technologies Adam Thelen Xiaoge Zhang Olga Fink Yan Lu Sayan Ghosh B. Youn Michael D. Todd S. Mahadevan Chao Hu Zhen Hu SyDa AI4CE 27 187 0 26 Aug 2022
Learning to Accelerate Partial Differential Equations via Latent Global Evolution Tailin Wu Takashi Maruyama J. Leskovec AI4CE 31 28 0 15 Jun 2022
Learning Large-scale Subsurface Simulations with a Hybrid Graph Network Simulator Tailin Wu Qinchen Wang Yinan Zhang Rex Ying Kaidi Cao Rok Sosivc Ridwan Jalali Hassan H. Hamam M. Maučec J. Leskovec PINN AI4CE 17 24 0 15 Jun 2022
Identification of Physical Processes and Unknown Parameters of 3D Groundwater Contaminant Problems via Theory-guided U-net Tianhao He Haibin Chang Dongxiao Zhang PINN AI4CE 17 0 0 30 Apr 2022
Use of Multifidelity Training Data and Transfer Learning for Efficient Construction of Subsurface Flow Surrogate Models Su Jiang L. Durlofsky AI4CE 22 29 0 23 Apr 2022
Randomized Maximum Likelihood via High-Dimensional Bayesian Optimization Valentin Breaz Richard D. Wilkinson 19 0 0 17 Apr 2022
Deep learning based closed-loop optimization of geothermal reservoir production Nanzhe Wang Haibin Chang Xiangzhao Kong M. Saar Dongxiao Zhang 14 7 0 15 Apr 2022
Deep reinforcement learning for optimal well control in subsurface systems with uncertain geology Y. Nasir L. Durlofsky OffRL AI4CE 21 16 0 24 Mar 2022
Convolutional-Recurrent Neural Network Proxy for Robust Optimization and Closed-Loop Reservoir Management Y. Kim L. Durlofsky 11 27 0 14 Mar 2022
Machine Learning in Heterogeneous Porous Materials Martha DÉli H. Deng Cedric G. Fraces K. Garikipati L. Graham‐Brady ... H. Tchelepi B. Važić Hari S. Viswanathan H. Yoon P. Zarzycki AI4CE 25 9 0 04 Feb 2022
Surrogate and inverse modeling for two-phase flow in porous media via theory-guided convolutional neural network Nanzhe Wang Haibin Chang Dongxiao Zhang 22 34 0 12 Oct 2021
U-FNO -- An enhanced Fourier neural operator-based deep-learning model for multiphase flow Gege Wen Zong-Yi Li Kamyar Azizzadenesheli Anima Anandkumar S. Benson AI4CE 36 366 0 03 Sep 2021
A Robust Deep Learning Workflow to Predict Multiphase Flow Behavior during Geological CO2 Sequestration Injection and Post-Injection Periods B. Yan Bailian Chen D. Harp R. Pawar AI4CE 31 92 0 15 Jul 2021
Generative Network-Based Reduced-Order Model for Prediction, Data Assimilation and Uncertainty Quantification Vinicius L. S. Silva Claire E. Heaney N. Nenov Christopher C. Pain AI4CE 19 3 0 28 May 2021
A Deep Learning-Accelerated Data Assimilation and Forecasting Workflow for Commercial-Scale Geologic Carbon Storage Hewei Tang P. Fu C. Sherman Jize Zhang X. Ju Franccois P. Hamon N. Azzolina Matthew Burton-Kelly J. Morris AI4CE 14 54 0 09 May 2021
Improving Deep Learning Performance for Predicting Large-Scale Porous-Media Flow through Feature Coarsening B. Yan D. Harp Bailian Chen R. Pawar AI4CE 36 2 0 08 May 2021
Deep-learning-based coupled flow-geomechanics surrogate model for CO $_2$ sequestration Meng Tang X. Ju L. Durlofsky AI4CE 28 15 0 04 May 2021
A Physics-Constrained Deep Learning Model for Simulating Multiphase Flow in 3D Heterogeneous Porous Media B. Yan D. Harp Bailian Chen R. Pawar AI4CE 13 72 0 30 Apr 2021
A Gradient-based Deep Neural Network Model for Simulating Multiphase Flow in Porous Media B. Yan D. Harp R. Pawar AI4CE 22 63 0 30 Apr 2021
Transfer Learning on Multi-Fidelity Data Dong H. Song D. Tartakovsky AI4CE 31 26 0 29 Apr 2021
Applications of physics-informed scientific machine learning in subsurface science: A survey A. Sun H. Yoon C. Shih Zhi Zhong AI4CE 26 9 0 10 Apr 2021
CCSNet: a deep learning modeling suite for CO $_2$ storage Gege Wen C. Hay S. Benson 35 73 0 05 Apr 2021
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformers A. Chattopadhyay M. Mustafa P. Hassanzadeh Eviatar Bach K. Kashinath AI4CE 21 25 0 16 Mar 2021
Bayesian multiscale deep generative model for the solution of high-dimensional inverse problems Yin Xia N. Zabaras 19 23 0 04 Feb 2021
Deploying deep learning in OpenFOAM with TensorFlow R. Maulik Himanshu Sharma Saumil Patel Bethany Lusch Elise Jennings AI4CE 16 22 0 01 Dec 2020