Self-supervised feature distillation and design of experiments for efficient training of micromechanical deep learning surrogates

Patxi Fernandez-Zelaia, Jason Mayeur, Jiahao Cheng +3

Machine learning surrogate emulators are needed in engineering design and optimization tasks to rapidly emulate computationally expensive physics-based models. In micromechanics pr…