Correcting model misspecification in physics-informed neural networks (PINNs)
Zongren Zou, Xuhui Meng, George Em Karniadakis
Topics & Concepts
Physical systemComputer scienceArtificial neural networkUncertainty quantificationComplex systemRepresentation (politics)Statistical physicsPhysical lawComputational modelTheoretical computer scienceArtificial intelligenceMachine learningPhysicsLawPolitical scienceQuantum mechanicsPoliticsModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignNuclear Engineering Thermal-Hydraulics