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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 Engineering Elasticity and Material Modeling Open access
M. Tacke, M. Busch, Kian P. Abdolazizi, Jonas Eichinger, Kevin Linka, Christian Johannes Cyron, +1 more
2citations -
A unified multi-perspective quadratic manifold for mitigating the Kolmogorov barrier in multiphysics damage2026 Journal of the Mechanics and Physics of Solids article Engineering Numerical methods in engineering Open access
Qinghua Zhang, Stephan Ritzert, Jian Zhang, Jannick Kehls, Stefanie Reese, Tim Brepols
1citations -
Transfer-learned Kolosov–Muskhelishvili informed neural networks for fracture mechanics2026 Theoretical and Applied Fracture Mechanics article Engineering Numerical methods in engineering Open access
Shuwei Zhou, Christian Häffner, Shuancheng Wang, Sophie Stebner, Zhen Liao, Bing Yang, +2 more
4citations -
Thermodynamically consistent viscoelastic constitutive artificial neural networks: Automating the pipeline from experimental data to finite element simulations2026 Computer Methods in Applied Mechanics and Engineering article Engineering Elasticity and Material Modeling Open access
Kian P. Abdolazizi, Roland Can Aydin, Christian Johannes Cyron, Kevin Linka
4citations -
Normalized Analytical, FEA, and Measured Performance Dataset for Automotive Traction Machines with Star, Delta, and Parallel Winding Configurations2026 Zenodo (CERN European Organization for Nuclear Research) dataset Engineering Electric Motor Design and Analysis Open access
Rajesh Kallur-Krishnamoorthy, Haoran Wang, Hassan Currimbhoy, Markus Eisenbarth, Jakob Andert
0citations -
Model-driven software development and verification solutions for safety critical battery management systems : a quantitative evaluation of probabilistic inference & artificial intelligence methods0citations