A physics-informed convolutional neural network for the simulation and prediction of two-phase Darcy flows in heterogeneous porous media
Zhao Zhang, Yan Xia, Piyang Liu, Kai Zhang, Renmin Han, Sheng Wang
Topics & Concepts
SolverConvolutional neural networkPorous mediumComputer scienceArtificial neural networkApplied mathematicsFinite volume methodResidualDirichlet boundary conditionBoundary value problemMathematical optimizationAlgorithmArtificial intelligenceMechanicsMathematicsPhysicsMathematical analysisPorosityGeologyGeotechnical engineeringModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsSeismic Imaging and Inversion Techniques