Physics-informed Convolutional Recurrent Surrogate Model for Reservoir Simulation with Well Controls. - Jungang Chen; Eduardo Gildin; John E. Killough (CoRR, 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 (CoRR, 2023)

Multi-Step Embed to Control: A Novel Deep Learning-based Approach for Surrogate Modelling in Reservoir Simulation. - Jungang Chen; Eduardo Gildin; John E. Killough (CoRR, 2024)