September 01, 2026 article Open access A Comparative Study of Stiffness-Matrix-Based Loss Functions for Displacement Prediction with PINNs Digital engineering. DOI: 10.1016/j.dte.2026.100144 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 4 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 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 Microstructure-sensitive crystal plasticity and fatigue indicator modeling for LZ50 steel 2025 International Journal of Fatigue article Engineering Fatigue and fracture mechanics Open access 13 citations Deep learning characterization of stress-state-dependent anisotropic ductile damage 2026 International Journal of Mechanical Sciences article Engineering Metal Forming Simulation Techniques Open access 7 citations Transfer-learned Kolosov–Muskhelishvili informed neural networks for fracture mechanics 2026 Theoretical and Applied Fracture Mechanics article Engineering Numerical methods in engineering Open access 4 citations 4 results