Computational homogenization of nonlinear elastic materials using neural networks

• A manifold learning approach to nonlinear model order reduction of quasi-static problems in solid mechanics: proof of concept and parameter study

  2025 Computational Mechanics article Physics and Astronomy Model Reduction and Neural Networks Open access

  2

  citations
• A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains

  2025 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access

  15

  citations
• Multiscale modeling of non-crimp fabrics incorporating with artificial neural networks

  2025 SSRN Electronic Journal preprint Engineering Composite Material Mechanics Open access

  0

  citations
• Multiscale Modeling Assisted by Artificial Neural Networks: Application to Woven Fabrics

  2024 SSRN Electronic Journal preprint Engineering Composite Material Mechanics Open access

  0

  citations
• Multiscale modeling assisted by artificial neural networks: application to woven fabrics

  2024 SSRN Electronic Journal preprint Engineering Composite Material Mechanics Open access

  0

  citations
• Objectivity and accuracy enhancement within ANN‐based multiscale material modeling

  2023 PAMM article Materials Science Machine Learning in Materials Science Open access

  3

  citations
• Automatic generation of interpretable hyperelastic material models by symbolic regression

  2023 International Journal for Numerical Methods in Engineering article Engineering Elasticity and Material Modeling Open access

  54

  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
• 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
• Nonlinear multiscale simulation of elastic beam lattices with anisotropic homogenized constitutive models based on artificial neural networks

  2021 Computational Mechanics article Engineering Composite Material Mechanics Open access

  27

  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
• An offline multi‐scale unsaturated poromechanics model enabled by self‐designed/self‐improved neural networks

  2021 International Journal for Numerical and Analytical Methods in Geomechanics article Engineering Soil and Unsaturated Flow

  36

  citations
• 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

13 results