MS151C Physics-Augmented Machine Learning Methods for Constitutive Modeling III
Main Organizer:
Mr.
Dominik K. Klein
(
TU Darmstadt
, Germany
)
Chaired by:
Dr. Karl Kalina (TU Dresden , Germany) , Prof. WaiChing Sun (Columbia University , United States)
Dr. Karl Kalina (TU Dresden , Germany) , Prof. WaiChing Sun (Columbia University , United States)
Scheduled presentations:
-
Keynote
Unsupervised CANNs for robust and interpretable soft tissue mechanics discovery
-
Unsupervised full-field Bayesian inference of orthotropic hyperelasticity from a single biaxial test: a myocardial case study
-
A calibration strategy for mechanical constitutive laws based on neural networks
-
Data-Driven Material Characterisation via Scratch Testing
-
Robust Calibration of Constitutive Models from Full-Field Data Using Data-Driven Identification and Neural Networks
