MS383A Machine Learning-Enhanced Solvers for Partial Differential Equations in Computational Science I
Main Organizer:
Prof.
Ioannis Kalogeris
(
National Technical University Of Athens
, Greece
)
Chaired by:
Prof. VISSARION PAPADOPOULOS (National Technical University of Athens , Greece) , Dr. Gerasimos Sotiropoulos (N.T.U.A. , Greece)
Prof. VISSARION PAPADOPOULOS (National Technical University of Athens , Greece) , Dr. Gerasimos Sotiropoulos (N.T.U.A. , Greece)
Scheduled presentations:
-
Two-level preconditioning with Neural Green's Operators
-
Sparse domain decomposition method for large neural networks
-
Modelling stochastic, anisotropic material tensors by spatially-decomposed neural networks
-
Demonstration of a Modular Library of Learned Operators for the Composition of Partial Differential Equation Solutions
-
A Hybrid Framework for Coupled Multi-Domain Structural Analysis with Neural Operators
-
Operator Learning for Long-Time Prediction of Nonlinear Partial Differential Equations
