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Category: Journal of Computational Physics

A unified scalable framework for causal sweeping strategies for Physics-Informed Neural Networks (PINNs) and their temporal decompositions

A unified scalable framework for causal sweeping strategies for Physics-Informed Neural Networks (PINNs) and their temporal decompositions

Publication date: Available online 30 August 2023Source: Journal of Computational PhysicsAuthor(s): Michael Penwarden, Ameya D. Jagtap, Shandian Zhe, George Em Karniadakis, Robert M. Kirby

Learning an optimised stable Taylor-Galerkin convection scheme based on a local spectral model for the numerical error dynamics

Learning an optimised stable Taylor-Galerkin convection scheme based on a local spectral model for the numerical error dynamics

Publication date: Available online 29 August 2023Source: Journal of Computational PhysicsAuthor(s): Luciano Drozda, Pavanakumar Mohanamuraly, Lionel Cheng, Corentin Lapeyre, Guillaume Daviller, Yuval Realpe, Amir Adler, Gabriel Staffelbach, Thierry Poi…