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A scientific benchmark for elasto-plastic constitutive modeling - Part II: blind predictions, calibration strategies, and benchmark results2026 International Journal of Material Forming article Engineering High Temperature Alloys and Creep Open access
Lorenz MAIER, Erik Walz, M. Hofmann, Joana Rebelo Kornmeier, Rongfei Juan, Junhe Lian, +7 more
2citations -
A scientific benchmark for elasto-plastic constitutive modeling - Part I: micro- and macroscopic experimental data set and benchmark problem2026 International Journal of Material Forming article Engineering Metallurgy and Material Forming Open access
Lorenz MAIER, Erik Walz, M. Hofmann, Joana Rebelo Kornmeier, Rongfei Juan, Junhe Lian, +3 more
1citations -
Hierarchical multi-scale modelling of flax fibre/epoxy composite by means of general anisotropic viscoelastic-viscoplastic constitutive models: Part I – Micromechanical model10citations
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LLMs as designers of physics-constrained neural networks for constitutive modeling: a demonstration on hyperelastic solids2026 Machine learning for computational science and engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
M. Tacke, M. Busch, Kian Abdolazizi, Jonas Eichinger, Kevin Linka, Christian Johannes Cyron, +1 more
0citations -
Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland Can Aydin, Mikhail Itskov, Christian Johannes Cyron
340citations -
A scientific benchmark for elasto-plastic constitutive modeling - Part II: blind predictions, calibration strategies, and benchmark results2026 International Journal of Material Forming article Engineering Elasticity and Material Modeling Open access
Lorenz MAIER, Erik Walz, M. Hofmann, Joana Rebelo Kornmeier, Rongfei Juan, Junhe Lian, +7 more
0citations -
A scientific benchmark for elasto-plastic constitutive modeling - Part I: micro- and macroscopic experimental data set and benchmark problem2026 International Journal of Material Forming article Engineering Elasticity and Material Modeling Open access
Lorenz MAIER, Erik Walz, M. Hofmann, Joana Rebelo Kornmeier, Rongfei Juan, Junhe Lian, +3 more
0citations -
Mechanical properties and damage constitutive model of sandstone after acid corrosion and high temperature treatments2023 International Journal of Mining Science and Technology article Engineering Rock Mechanics and Modeling Open access
Qijian Chen, Youliang Chen, Peng Xiao, Xi Du, Yungui Pan, Rafig Azzam
66citations -
Incorporating crystallinity distributions into a thermo-mechanically coupled constitutive model for semi-crystalline polymers2020 International Journal of Plasticity article Materials Science Polymer crystallization and properties
Sebastian Felder, Hagen Holthusen, Stefan Hesseler, Felix Pohlkemper, Thomas Gries, Jaan‐Willem Simon, +1 more
58citations -
Constitutive modeling of orthotropic nonlinear mechanical behavior of hardened 3D printed concrete2023 Acta Mechanica article Engineering Innovations in Concrete and Construction Materials Open access
Thomas Mader, Magdalena Schreter, Olena Shkundalova, Matthias Neuner, Günter Hofstetter
23citations -
Ductile-to-brittle transition in high-strength steel: Experiments and damage-coupled constitutive modeling2026 International Journal of Solids and Structures article Materials Science High-Velocity Impact and Material Behavior Open access
Zhichao Wei, Guoxi Mao, Dongsong Li, Berk Tekkaya, Sophie Stebner, Sebastian Münstermann
5citations