Fig. 1: Proposed workflow.
From: StressNet - Deep learning to predict stress with fracture propagation in brittle materials

The machine learning model informs the continuum model with crack statistics and stresses. The machine learning model replaces the expensive mesoscale simulation model (high-fidelity) to speed up predictions while maintaining its accuracy.