A unified scalable framework for causal sweeping strategies for Physics-Informed Neural Networks (PINNs) and their temporal decompositions
Michael Penwarden, Ameya D. Jagtap, Shandian Zhe, George Em Karniadakis, Robert M. Kirby
Topics & Concepts
ScalabilityCausality (physics)Collocation (remote sensing)Computer sciencePartial differential equationArtificial neural networkOptimization problemDomain (mathematical analysis)SpeedupMaxima and minimaMathematical optimizationTheoretical computer scienceAlgorithmArtificial intelligenceMathematicsMachine learningParallel computingPhysicsDatabaseMathematical analysisQuantum mechanicsModel Reduction and Neural NetworksMagnetic Properties and ApplicationsNuclear Engineering Thermal-Hydraulics