Lundi 25 septembre 2023

By gmazo, 26 mai, 2023
SĂ©minaire
Organisme intervenant (ou équipe pour les séminaires internes)
AgroParisTech-INRAE, UMR 518 MIA Paris-Saclay
Nom intervenant
Hugo Gangloff et Nicolas Jouvin
Titre
A first dive into the world of PINNs
Résumé

Physics-informed machine learning with neural network, or PINNs, is a recent and active field of research aiming to use mechanistic modeling (ODE/PDE) together with machine learning and statistics. In this talk, we will introduce and explain the PINNs methodology, and discuss various interesting research directions from a statistical and numerical point-of-view. We will also present our contribution with the jinns python package for efficiently training PINNs with JAX. This work is still in progress and we are open to suggestion and collaborations.
Package & documentation can be found here : https://gitlab.com/mia_jinns/jinns
 

Lieu
Salle de réunion 142, bùtiment 210
Date du jour