MS070B Deep learning and reduced order modeling for differential equations II
MS Corresponding Organizer: Dr. Federico Pichi (SISSA)
Chaired by:
Dr. Federico Pichi (SISSA , Italy) , Dr. Nicola Rares Franco (MOX, Politecnico di Milano , Italy)
Dr. Federico Pichi (SISSA , Italy) , Dr. Nicola Rares Franco (MOX, Politecnico di Milano , Italy)
Scheduled presentations:
-
Factorized Fourier neural operator (F-FNO) metamodel of 3D seismic elastic wave propagation, improved by transfer learning.
F. Lehamnn, F. Gatti*, M. Bertin, D. Clouteau -
Entropy Stable Model Reduction of Hyperbolic Systems on Nonlinear Manifolds
R. Klein*, B. Sanderse, R. Pecnik, P. Costa, R. Henkes -
A continuous geometry-aware DL-ROM for nonlinear PDEs in parametric domains
S. Brivio*, S. Fresca, A. Manzoni -
Optimal Transport-Inspired Model Order Reduction: Leveraging Wasserstein-Based Kernel and Shifted POD
M. Khamlich*, G. Rozza, F. Pichi -
Real-Time Simulation of Plastic Deformation Using Long Short-Term Memory Multi-Task Neural Networks
R. Schmeitz*, J. Remmers, O. Mula, O. van der Sluis -
An adaptive finite elements - neural network method applied to a parametric Stefan problem
A. Caboussat, M. Girardin*, M. Picasso