Novel Physics-Informed Neural Network Approach for Large-Deformation Mechanics Constitutive Model Calibration #13355
09:00 AM–09:20 AM - View
Craig Hamel  Sandia National Laboratories      Sharlotte Kramer  Sandia National Laboratories     Kevin Long  Sandia National Laboratories                                                                                                                                       

Machine Learning Tools for the Synthesis of Targeted Microstructure Volumes #13816
09:20 AM–09:40 AM - View
Neal Brodnik  University of California Santa Barbara      Devendra Jangid  University of California Santa Barbara     McLean Echlin  University of California Santa Barbara     Bangalore Manjunath  University of California Santa Barbara     Tresa Pollock  University of California Santa Barbara     Samantha Daly  University of California Santa Barbara                                                                                                               

Machine Learning Based Material Models for Engineering Materials Subjected to Random Loading Paths #13847
09:40 AM–10:00 AM - View
Burcu Tasdemir  University of Oxford      Vito Tagarielli  Imperial College London     Antonio Pellegrino  University of Oxford