July 31, 2026 article Open access Computationally Efficient Ersatz Models for Mechanical Structures and Refined Material Modeling ZAMM ‐ Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik DOI: 10.1002/zamm.70531 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 4 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 A Review of FE-FFT-Based Two-Scale Methods for Computational Modeling of Microstructure Evolution and Macroscopic Material Behavior 2022 Archives of Computational Methods in Engineering article Engineering Composite Material Mechanics Open access 77 citations Material modeling for parametric, anisotropic finite strain hyperelasticity based on machine learning with application in optimization of metamaterials 2021 International Journal for Numerical Methods in Engineering article Engineering Elasticity and Material Modeling Open access 60 citations Intelligent stiffness computation for plate and beam structures by neural network enhanced finite element analysis 2022 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks 30 citations 4 results