August 20, 2024 article Open access Data-driven methods for computational mechanics: A fair comparison between neural networks based and model-free approaches Computer Methods in Applied Mechanics and Engineering DOI: 10.1016/j.cma.2024.117289 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 17 References 5 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 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 A Selection of Benchmark Problems in Solid Mechanics and Applied Mathematics 2020 Archives of Computational Methods in Engineering article Engineering Advanced Numerical Methods in Computational Mathematics Open access 81 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 5 results