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physics.flu-dyn2024★ 2 cited
Neural Operator-Based Proxy for Reservoir Simulations Considering Varying Well Settings, Locations, and Permeability Fields
Daniel Badawi, Eduardo Gildin
Simulating Darcy flows in porous media is fundamental to understand the future flow behavior of fluids in hydrocarbon and carbon storage reservoirs. Geological models of reservoirs…
physics.flu-dyn2023★ 4 cited
Physics-Informed Neural Network for the Transient Diffusivity Equation in Reservoir Engineering
Daniel Badawi, Eduardo Gildin
Physics-Informed machine learning models have recently emerged with some interesting and unique features that can be applied to reservoir engineering. In particular, physics-inform…