October 17, 2023 article Open access Neural Networks for Constitutive Modeling: From Universal Function Approximators to Advanced Models and the Integration of Physics Archives of Computational Methods in Engineering DOI: 10.1007/s11831-023-10009-y Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 2 stored of 101 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 Accelerating the prediction of strain-rate effect for carbon/epoxy composites using constitutive Artificial Neural Networks (CANNs) 2026 Composite Structures article Engineering Mechanical Behavior of Composites Open access 0 citations Learning solutions of thermodynamics-based nonlinear constitutive material models using physics-informed neural networks 2024 Computational Mechanics article Physics and Astronomy Model Reduction and Neural Networks 82 citations 2 results References 7 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 Polyconvex anisotropic hyperelasticity with neural networks 2021 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access 238 citations SO(3)-invariance of informed-graph-based deep neural network for anisotropic elastoplastic materials 2020 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access 129 citations Model-free data-driven computational mechanics enhanced by tensor voting 2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access 82 citations Artificial neural networks in structural dynamics: A new modular radial basis function approach vs. convolutional and feedforward topologies 2020 Computer Methods in Applied Mechanics and Engineering article Engineering Structural Health Monitoring Techniques 78 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 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 7 results