Residual-based adaptivity for two-phase flow simulation in porous media using Physics-informed Neural Networks
John M. Hanna, José V. Aguado, Sébastien Comas-Cardona, Ramzi Askri, Domenico Borzacchiello
Topics & Concepts
ResidualPorous mediumCollocation (remote sensing)Artificial neural networkMethod of mean weighted residualsFlow (mathematics)Computer scienceMathematical optimizationAdaptive mesh refinementPhase (matter)AlgorithmArtificial intelligenceMachine learningPorosityComputational scienceMathematicsFinite element methodMaterials scienceEngineeringGeometryPhysicsStructural engineeringGalerkin methodQuantum mechanicsComposite materialModel Reduction and Neural NetworksLattice Boltzmann Simulation StudiesFluid Dynamics and Turbulent Flows