The authors propose a computational scale bridging approach based on the FE2 method to model aerogel structures using beam frame models and neural network-based surrogate models, demonstrating efficiency and robustness numerically.
Efficiently homogenizing aerogel-like materials using neural network surrogate models on the microscale.