MS215A Advancements in Scientific Machine Learning techniques for time-dependent problems and applications I
Main Organizer:
Dr.
Giovanni Ziarelli
(
Politecnico di Milano
, Italy
)
Chaired by:
Dr. Federica Caforio (University of Graz , Austria) , Dr. Giovanni Ziarelli (Politecnico di Milano , Italy)
Dr. Federica Caforio (University of Graz , Austria) , Dr. Giovanni Ziarelli (Politecnico di Milano , Italy)
Scheduled presentations:
-
Transformer-Based Surrogate Model for Nonlinear Response of Steel and Steel-Fiber Reinforced Concrete Structures
-
Shape uncertainty quantification and surrogate modeling for time-dependent biomedical simulations via conditional LDDMM flow matching
-
Neural Methods with Natural Gradient Acceleration for Plasma Simulations
-
Physics-Informed Residual Learning for High-Péclet Geothermal Transport: Overcoming Spectral Bias in Neural Operators
-
Neural Network-Based Motion-Aware Reconstruction of Dynamic MRI Data
-
Physics-Informed Neural Networks for Two-Dimensional Discontinuous Shallow Water Problems
