2 papers
cs.LG2024
Multi-Step Embed to Control: A Novel Deep Learning-based Approach for Surrogate Modelling in Reservoir Simulation
Jungang Chen, Eduardo Gildin, John Killough
Reduced-order models, also known as proxy model or surrogate model, are approximate models that are less computational expensive as opposed to fully descriptive models. With the in…
cs.LG2023
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
A physics-informed convolutional neural network is proposed to simulate two phase flow in porous media with time-varying well controls. While most of PICNNs in existing literatures…