January 01, 2026 preprint Open access Machine learning-augmented finite element modeling for fracture mechanics: A systematic review and future research directions SSRN Electronic Journal DOI: 10.2139/ssrn.6194590 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 1 References 2 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Unraveling the effect of collagen damage on bone fracture using in situ synchrotron microtomography with deep learning 2022 Communications Materials article Medicine Bone health and osteoporosis research Open access 27 citations Interpretable Machine Learning Method for Modelling Fatigue Short Crack Growth Behaviour 2024 Metals and Materials International article Engineering Fatigue and fracture mechanics 19 citations 2 results