A physics-informed deep convolutional neural network for simulating and predicting transient Darcy flows in heterogeneous reservoirs without labeled data
Zhao Zhang
Topics & Concepts
DiscretizationArtificial neural networkConvolutional neural networkResidualComputer scienceTransient (computer programming)Surrogate modelApplied mathematicsArtificial intelligenceMathematical optimizationAlgorithmMachine learningMathematicsMathematical analysisOperating systemModel Reduction and Neural NetworksReservoir Engineering and Simulation MethodsFluid Dynamics and Turbulent Flows