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A physics-constrained deep learning model for simulating multiphase flow in 3D heterogeneous porous media

Bicheng Yan, D. R. Harp, Bailian Chen, Rajesh Pawar

2021Fuel103 citationsDOIOpen Access PDF

Topics & Concepts

Multiphase flowPorous mediumComputer scienceEnhanced oil recoveryDeep learningReservoir computingConvolutional neural networkNonlinear systemFlow (mathematics)Reservoir simulationArtificial intelligenceFluid dynamicsArtificial neural networkMechanicsPorosityPetroleum engineeringPhysicsGeologyGeotechnical engineeringRecurrent neural networkQuantum mechanicsEnhanced Oil Recovery TechniquesCO2 Sequestration and Geologic InteractionsReservoir Engineering and Simulation Methods
A physics-constrained deep learning model for simulating multiphase flow in 3D heterogeneous porous media | Litcius