Stress Intensity Factor Calculator

Open-access ML-based solutions to fracture mechanics problems.

References

1. X. Liu, C.E. Athanasiou, N.P. Padture, B.W. Sheldon, H. Gao, “A machine learning approach to fracture mechanics problems”, Acta Materialia (2020).
2. X. Liu†, C.E. Athanasiou†, N.P. Padture, B.W. Sheldon, H. Gao, “Knowledge extraction and transfer in data-driven fracture mechanics”, Proceedings of the National Academy of Sciences (2021).
3. C.E. Athanasiou†, X. Liu†, B. Zhang†, T. Cai, C. Ramirez, N.P. Padture, J. Lou, B.W. Sheldon, H. Gao, “Integrated simulation, machine learning, and experimental approach to characterizing fracture instability in indentation pillar-splitting of materials”, Journal of the Mechanics and Physics of Solids (2022).

Contact

Need more information? Please contact Dr. Xing Liu via email at [email protected].