January 11, 2023 article Open access Constitutive model characterization and discovery using physics-informed deep learning Engineering Applications of Artificial Intelligence DOI: 10.1016/j.engappai.2023.105828 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 7 stored of 119 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 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 Digitalizing metallic materials from image segmentation to multiscale solutions via physics informed operator learning 2025 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access 7 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 A Finite Operator Learning Technique for Mapping the Elastic Properties of Microstructures to Their Mechanical Deformations 2024 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access 27 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 Theory and implementation of inelastic Constitutive Artificial Neural Networks 2023 RWTH Publications (RWTH Aachen) preprint Engineering Elasticity and Material Modeling Open access 9 citations 7 results References 0