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A mathematical model for initial design iterations and feasibility studies of oxygen membrane reactors by minimizing Gibbs free energy2023 Journal of Membrane Science article Materials Science Advancements in Solid Oxide Fuel Cells Open access
Kai Bittner, Falk Schulze‐Küppers, J. Wolters, Ghaleb Natour
11citations -
DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions2021 Computers & Structures article Materials Science Machine Learning in Materials Science Open access
Alexander Fuchs, Yousef Heider, Kun Wang, WaiChing Sun, Michael Kaliske
58citations -
High-throughput parameter estimation from experimental data using Bayesian Inference with accelerated sampling2026 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Basita Das, William Heymann, Yueming Wang, Uwe Rau, Thomas Kirchartz, Tonio Buonassisi
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
341citations -
An anisotropic thermo-mechanically coupled constitutive model for glass fiber reinforced polyamide 6 including crystallization kinetics2025 International Journal of Plasticity article Materials Science Polymer crystallization and properties Open access
Marie‐Christine Reuvers, Christopher Dannenberg, Michael Johlitz, Alexander Lion, Stefanie Reese, Tim Brepols
9citations -
Design and Experimental Investigation of Temperature Control for a 10 kW SOFC System Based on an Artificial Neuronal Network2023 ECS Meeting Abstracts conference-abstract Materials Science Advancements in Solid Oxide Fuel Cells
Nicolas Kruse, Wilfried Tiedemann, Ingo Hoven, Robert Deja, Roland Peters, Felix Kunz, +1 more
0citations -
Application of Machine Learning in Nanotoxicology: A Critical Review and Perspective2024 Environmental Science & Technology article Materials Science Machine Learning in Materials Science Open access
Yunchi Zhou, Ying Wang, Willie J.G.M. Peijnenburg, Martina G. Vijver, Surendra Balraadjsing, Zhaomin Dong, +9 more
32citations -
Sparse Electrochemical Impedance Spectroscopy Measurements during Solid Oxide Cell Stack Operation Based on Power Supply2025 ECS Meeting Abstracts conference-abstract Materials Science Advancements in Solid Oxide Fuel Cells
Christian Mänken, Dominik Schäfer, Remzi Can Samsun, Rüdiger‐A. Eichel
0citations