Publications

Preview image for Optimal CO2 storage management considering safety constraints in multi-stakeholder multi-site GCS projects: A Markov game perspective

Optimal CO2 storage management considering safety constraints in multi-stakeholder multi-site GCS projects: A Markov game perspective

Chen, Jungang, & Hosseini, Seyyed A

International Journal of Greenhouse Gas Control, 2026

Abstract Paper

Optimal CO2 storage management considering safety constraints in multi-stakeholder multi-site CCS projects: a game theoretic perspective

Chen, Jungang, & Hosseini, Seyyed A

arXiv preprint, 2025

Abstract Paper

Assessing Risk in Long-Term CO2 Storage Under Uncertainty via Survival Analysis-Based Surrogates

Gurwicz, Allan, Chen, Jungang, Gutman, David H., & Gildin, Eduardo

SPE Journal, 2025

Abstract

Multi-Step Embed to Control: A Novel Deep Learning-based Approach for Surrogate Modelling in Reservoir Simulation

Chen, Jungang, Gildin, Eduardo, & Killough, John

arXiv preprint, 2024

Abstract Paper

Generative Artificial Intelligence for Geomodeling

Misra, Siddharth, Chen, Jungang, Churilova, Polina, & Falola, Yusuf

International Petroleum Technology Conference, 2024

Abstract

Assessing risk in long-term CO2 storage under uncertainty via survival analysis-based surrogates

Gurwicz, A., Chen, J., Gutman, D. H., & Gildin, E

SPE Annual Technical Conference and Exhibition, 2024

Abstract

Preview image for Optimization of pressure management strategies for geological CO2 storage using surrogate model-based reinforcement learning

Optimization of pressure management strategies for geological CO2 storage using surrogate model-based reinforcement learning

Chen, Jungang, Gildin, Eduardo, & Kompantsev, Georgy

International Journal of Greenhouse Gas Control, 2024

Abstract

Advancing Proxy Modeling in Reservoir Simulation: A Multi-Step Embed to Control Approach

Chen, Jungang, Gildin, Eduardo, & Killough, John

SPE Annual Technical Conference and Exhibition, 2024

Abstract

Physics-informed convolutional recurrent surrogate model for reservoir simulation with well controls

Chen, Jungang, Gildin, Eduardo, & Killough, John E

arXiv preprint, 2023

Abstract Paper

Massive geomodel compression and rapid geomodel generation using advanced autoencoders and autoregressive neural networks

Misra, Siddharth, Chen, Jungang, Falola, Yusuf, Churilova, Polina, Huang, Chung-Kan, & Delgado, Jose

SPE Europec featured at EAGE Conference and Exhibition, 2023

Abstract

Preview image for Transfer learning-based physics-informed convolutional neural network for simulating flow in porous media with time-varying controls

Transfer learning-based physics-informed convolutional neural network for simulating flow in porous media with time-varying controls

Chen, Jungang, Gildin, Eduardo, & Killough, John E

Mathematics, 2023

Abstract

Generating subsurface earth models using discrete representation learning and deep autoregressive network

Chen, Jungang, Misra, Siddharth, Huang, Chung-Kan, & Delgado, Jose F

Computational Geosciences, 2023

Abstract

Coupled Flow and Geomechanics in Reservoirs with Complex Fractures Using Embedded Meshes

Chen, Jungang, Wu, Kan, & Killough, John

SPE Annual Technical Conference and Exhibition, 2022

Abstract Paper