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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 -
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 -
Maghemite nanoparticles synthesis via spray flame synthesis and particle characterization by hole in a tube sampling and scanning mobility particle sizing (HIAT-SMPS)2023 Applications in Energy and Combustion Science article Materials Science Chemical and Physical Properties of Materials Open access
Ricardo Tischendorf, Orlando Massopo, Oleg Prymak, Sophie Dupont, Fabian Fröde, Heinz G. Pitsch, +2 more
7citations -
Understanding the mechanism of columnar–to-equiaxed transition and grain refinement in additively manufactured steel during laser powder bed fusion2023 Additive manufacturing article Materials Science Solidification and crystal growth phenomena Open access
Venkatesh Pandian Narayana Samy, Moritz Benedikt Schäfle, Frederike Brasche, Ulrich Krupp, Christian Haase
75citations