May 28, 2026 article Open access Multi-fidelity physics-guided graph neural networks for predicting structure–property relationships in polycrystalline metals Materials & Design DOI: 10.1016/j.matdes.2026.116310 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 1 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 Physics-informed neural network for constitutive modeling of cyclic crystal plasticity considering deformation mechanism 2025 International Journal of Mechanical Sciences article Materials Science Machine Learning in Materials Science cited by 1 patent 32 citations Crystal plasticity enhanced direct cyclic analysis of cyclic behaviour of LPBF-manufactured AISI 316L 2024 Materials & Design article Engineering Additive Manufacturing Materials and Processes Open access 22 citations Exploring structure–property relations in dual phase steels using crystal plasticity and variance based global sensitivity analysis 2025 Materials & Design article Engineering Microstructure and Mechanical Properties of Steels Open access 11 citations Crystal plasticity modeling of prior austenite orientation effects on deformation behaviors of martensitic steels under different strain paths 2024 Materials & Design article Engineering Microstructure and Mechanical Properties of Steels Open access 10 citations 4 results