March 02, 2022 article A mechanics‐informed artificial neural network approach in data‐driven constitutive modeling International Journal for Numerical Methods in Engineering DOI: 10.1002/nme.6957 OpenAlex Authors 0 Author list not loaded yet. Cited by 8 stored of 224 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 generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains 2025 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access 15 citations Automated model discovery for tensional homeostasis: Constitutive machine learning in growth and remodeling 2025 Computers in Biology and Medicine article Engineering Elasticity and Material Modeling Open access 14 citations Direct data-driven algorithms for multiscale mechanics 2024 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access 17 citations Polyconvex inelastic constitutive artificial neural networks 2024 PAMM article Engineering Elasticity and Material Modeling Open access 11 citations Best-in-class modeling: A novel strategy to discover constitutive models for soft matter systems 2024 Extreme Mechanics Letters article Engineering Elasticity and Material Modeling Open access 29 citations Theory and implementation of inelastic Constitutive Artificial Neural Networks 2024 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access 84 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 8 results References 1 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 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 1 result