research
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06/21/2022
Physics-informed machine learning with differentiable programming for heterogeneous underground reservoir pressure management
Avoiding over-pressurization in subsurface reservoirs is critical for ap...
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07/15/2021
A Robust Deep Learning Workflow to Predict Multiphase Flow Behavior during Geological CO2 Sequestration Injection and Post-Injection Periods
This paper contributes to the development and evaluation of a deep learn...
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05/08/2021
Improving Deep Learning Performance for Predicting Large-Scale Porous-Media Flow through Feature Coarsening
Physics-based simulation for fluid flow in porous media is a computation...
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04/30/2021