DPM: A deep learning PDE augmentation method with application to large-eddy simulation
Justin Sirignano, Jonathan F. MacArt, Jonathan B. Freund
Topics & Concepts
DiscretizationOverfittingPartial differential equationMorphingArtificial neural networkSolverDeep learningComputer scienceApplied mathematicsLarge eddy simulationInterpolation (computer graphics)Artificial intelligenceMathematical optimizationAlgorithmMathematicsTurbulenceMathematical analysisPhysicsThermodynamicsMotion (physics)Model Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsProbabilistic and Robust Engineering Design