January 19, 2004 article Numerical implementation of a neural network based material model in finite element analysis International Journal for Numerical Methods in Engineering DOI: 10.1002/nme.905 OpenAlex Authors 0 Author list not loaded yet. Cited by 8 stored of 313 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 LLMs as designers of physics-constrained neural networks for constitutive modeling: a demonstration on hyperelastic solids 2026 Machine learning for computational science and engineering article Engineering Elasticity and Material Modeling Open access 0 citations A FEM-PINN approach to modelling elastoplastic soil behaviour in boundary value problems 2025 Computers and Geotechnics article Physics and Astronomy Model Reduction and Neural Networks Open access 14 citations 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 Automatic generation of interpretable hyperelastic material models by symbolic regression 2023 International Journal for Numerical Methods in Engineering article Engineering Elasticity and Material Modeling Open access 54 citations Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis 2022 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks 30 citations Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models 2022 Frontiers in Materials article Physics and Astronomy Model Reduction and Neural Networks Open access 41 citations 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 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 8 results References 0