Search Results for author: Simone Brivio

Found 1 papers, 0 papers with code

PTPI-DL-ROMs: pre-trained physics-informed deep learning-based reduced order models for nonlinear parametrized PDEs

no code implementations14 May 2024 Simone Brivio, Stefania Fresca, Andrea Manzoni

In this paper, we consider a major extension of POD-DL-ROMs by enforcing the fulfillment of the governing physical laws in the training process -- that is, by making them physics-informed -- to compensate for possible scarce and/or unavailable data and improve the overall reliability.

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