October 01, 2025 article Open access Advancing Structural Failure Analysis with Physics-Informed Machine Learning in Engineering Applications Engineering DOI: 10.1016/j.eng.2025.10.003 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 24 References 3 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 A physics-informed neural network approach for predicting fatigue life of SLM 316L stainless steel based on defect features 2024 International Journal of Fatigue article Engineering Fatigue and fracture mechanics 62 citations A general physics-informed neural network framework for fatigue life prediction of metallic materials 2025 Engineering Fracture Mechanics article Engineering Fatigue and fracture mechanics Open access 37 citations Deep learning based initial crack size measurements utilizing macroscale fracture surface segmentation 2023 Engineering Fracture Mechanics article Engineering Fatigue and fracture mechanics Open access 21 citations 3 results