July 24, 2025 article Open access Molecular dynamics enabled data-driven modeling of constitutive behavior and failure in composite materials Computer Methods in Applied Mechanics and Engineering DOI: 10.1016/j.cma.2025.118230 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 9 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 Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning 2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents 341 citations Molecular dynamics simulations of silica aerogel nanocomposites reinforced by glass fibers, graphene sheets and carbon nanotubes: A comparison study on mechanical properties 2020 Composites Part B Engineering article Chemistry Aerogels and thermal insulation 99 citations Application of artificial neural networks for the prediction of interface mechanics: a study on grain boundary constitutive behavior 2020 Advanced Modeling and Simulation in Engineering Sciences article Materials Science Microstructure and mechanical properties Open access 74 citations 3 results