August 17, 2024 article Open access Data-driven computational mechanics: comparison of model-free and model-based methods in constitutive modeling Archive of Applied Mechanics DOI: 10.1007/s00419-024-02664-9 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 2 stored of 17 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 Efficient evaluation of mechanical properties for two-phase materials using a direct data-driven approach 2025 Materials & Design article Materials Science Machine Learning in Materials Science Open access 0 citations Efficient Evaluation of Mechanical Properties for Two-Phase Materials Using a Direct Data-Driven Approach 2025 SSRN Electronic Journal preprint Materials Science Machine Learning in Materials Science Open access 0 citations 2 results References 6 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 mixed formulation for physics-informed neural networks as a potential solver for engineering problems in heterogeneous domains: comparison with finite element method 2022 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access 216 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 Efficient data structures for model-free data-driven computational mechanics 2021 Computer Methods in Applied Mechanics and Engineering article Engineering Numerical methods in engineering Open access 67 citations DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions 2021 Computers & Structures article Materials Science Machine Learning in Materials Science Open access 58 citations Model-free Data-Driven inference in computational mechanics 2022 Computer Methods in Applied Mechanics and Engineering article Decision Sciences Probabilistic and Robust Engineering Design Open access 32 citations 6 results