MS025A Mathematical Aspects of Machine Learning Methods in Computional Mechanics I
Main Organizer:
Prof.
Mats G. Larson
(
Umea University
, Sweden
)
Chaired by:
Prof. Mats G. Larson (Umea University , Sweden)
Prof. Mats G. Larson (Umea University , Sweden)
Scheduled presentations:
-
Neural Green's Operators for Parametric Partial Differential Equations
-
Student
Combining Finite Element Methods and Neural Networks to Solve Elliptic Problems on 2D Geometries
-
Neural Network Approximation to Piecewise Constant Functions and its Applications to Hyperbolic Conservation Laws
-
Opening the black-box: approximation and generalization properties of convolutional neural networks in surrogate modeling
-
Student
ELM training for Physics-Informed Neural Networks
-
Student
Neural Network-Based Implicit Finite Volume Schemes for Hyperbolic System of Conservation Laws in 1D and 2D
