Physics-enhanced deep surrogates for partial differential equations
Raphaël Pestourie, Youssef Mroueh, Christopher Rackauckas, Payel Das, Steven G. Johnson
Topics & Concepts
Computer scienceSolverSurrogate modelFidelityPartial differential equationArtificial neural networkUncertainty quantificationArtificial intelligenceAlgorithmMathematical optimizationMachine learningPhysicsMathematicsProgramming languageTelecommunicationsQuantum mechanicsModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignElectromagnetic Simulation and Numerical Methods