
MS191B Exploring New Avenues for the Interaction of Numerical Methods for PDEs and Deep Learning II
MS Corresponding Organizer:
Mr.
Paolo Zunino
(
MOX, Department of Mathematics, Politecnico di Milano
, Italy
)
Chaired by:
Prof. Kent-Andre Mardal ( Simula Research Laboratory / University of Oslo , Norway) , Mr. Paolo Zunino (MOX, Department of Mathematics, Politecnico di Milano , Italy)
Prof. Kent-Andre Mardal ( Simula Research Laboratory / University of Oslo , Norway) , Mr. Paolo Zunino (MOX, Department of Mathematics, Politecnico di Milano , Italy)
Scheduled presentations:
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Neural Operator Surrogates for Elliptic PDEs
-
Neural latent dynamics models
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A non-intrusive mesh-free surrogate model to address geometrical variability in patient-specific hemodynamics
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PoroTwin: Digital twins and machine learning for laboratory-scale porous media
-
Physics Informed Neural Networks for a Peridynamic Inverse Problem
-
An Experimental Analysis of effects of different Training Methods for the Accuracy and the Computational Cost of PINNs