Data-Driven Failure Prediction in Brittle Materials: A Phase-Field Based Machine Learning Framework

Eduardo A. Barros de Moraes, Hadi Salehi, Mohsen Zayernouri

Failure in brittle materials led by the evolution of micro- to macro-cracks under repetitive or increasing loads is often catastrophic with no significant plasticity to advert the…