June 01, 2026 article Open access Theory-guided machine learning for structural performance prediction in additive manufacturing: A unified review of models, gaps, and future pathways Materials Today Communications DOI: 10.1016/j.mtcomm.2026.115698 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 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 Material-structure-performance integrated laser-metal additive manufacturing 2021 Science article Engineering Additive Manufacturing Materials and Processes 1,732 citations An intelligent nonlinear meta element for elastoplastic continua: deep learning using a new Time-distributed Residual U-Net architecture 2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks 71 citations Mechanistic machine learning for metamaterial fatigue strength design from first principles in additive manufacturing 2024 Materials & Design article Materials Science Machine Learning in Materials Science Open access 10 citations 3 results