Reactive materials

POSTER: Physics-Aware Convolutional Neural Networks for Modelling Energetic Material in the Strong Shock Regime

Simulating energetic materials (EM) typically requires enormous computational resources due to complex dynamics processes such as strong shocks and nonlinear reactions. Artificial Intelligence (AI) has a promise to reduce simulation time from weeks …

Physics-Aware Convolutional Neural Networksfor Modeling Energetic Material in the Weak Shock Regime

Simulations of energetic materials (EM) typically require vast computational resources due to the extreme dynamics such as strong shocks and nonlinear reactions. Artificial Intelligence (AI) has been shown to be capable of reduction in computation …

POSTER: A Physics-Aware Deep Learning Model for Shear Band Formation in Weak-to-Modest Shock Regime