MS165B Scientific Machine Learning for Modelling and Simulation II
MS Corresponding Organizer: Dr. Idoia Cortes Garcia ( Eindhoven University of Technology , Netherlands )
Chaired by:
Dr. Idoia Cortes Garcia (Eindhoven University of Technology , Netherlands) , Dr. Michael Abdemalik (Eindhoven University of Technology , Netherlands)
Dr. Idoia Cortes Garcia (Eindhoven University of Technology , Netherlands) , Dr. Michael Abdemalik (Eindhoven University of Technology , Netherlands)
Scheduled presentations:
-
Parametric Physics-Informed Neural Networks for Material Model Calibration in Structural Health Monitoring
-
Phase-Field Modeling Of Fracture Processes Using Physics-Informed Deep Learning
-
Physics-Informed Neural Networks for Probabilistic Mechanical Analysis: Potentials, Challenges, and Limitations
-
Physics-Constrained NN-based Hyperelastic Constitutive Modeling of TPVs
-
Physically Recurrent Neural Networks for Computational Homogenization of Composite Materials with Microscale Debonding
-
Why and how to incorporate physical information into artificial neural networks for mechanical problems
-
Physics-Informed Wavelet Neural Operator for Data-free Learning of Parametric Partial Differential Equations
