April 28, 2023 article A physics-informed deep neural network for surrogate modeling in classical elasto-plasticity Computers and Geotechnics DOI: 10.1016/j.compgeo.2023.105472 OpenAlex Authors 0 Author list not loaded yet. Cited by 5 stored of 112 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 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 Efficient surrogate models for materials science simulations: Machine learning-based prediction of microstructure properties 2024 Machine Learning with Applications article Materials Science Machine Learning in Materials Science Open access 22 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 5 results References 0