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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 -
ESAFORM Benchmark 2025: predicting stainless steel PBF-LB part density using statistical, data-driven, and physics-informed machine learning models derived from process parameters and in-situ monitoring data2026 International Journal of Material Forming article Materials Science Machine Learning in Materials Science Open access
Medad Chiedozie C. Monu, Éanna McCarthy, Abhilash Puthanveettil Madathil, Josiah Cherian Chekotu, Irina Ilic, Merve Nur Doğu, +14 more
0citations -
Data-driven adaptive approach integrating genetic algorithm and conditional generative adversarial network for minimizing earing formation in industrially rolled aluminium strips2026 Transactions of the Indian Institute of Metals article Materials Science Machine Learning in Materials Science Open access
Nilesh Thakare, Kai Karhausen, Holger Brüggemann, Emad Scharifi, Junhe Lian
0citations -
Study on the Interpretability of Thermal Neural Networks for Permanent Magnet Synchronous Machines2026 Automotive Innovation article Materials Science Magnetic Properties and Applications Open access
Anna Isabel Ramones, Samuel Kieling, Tobias Brinkmann, Christian Monissen, Markus Eisenbarth, Jakob Andert
5citations -
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 -
Putting High-Index Cu on the Map for High-Yield, Dry-Transferred CVD Graphene2023 ACS Nano article Materials Science Graphene research and applications Open access cited by 2 patents
Oliver J. Burton, Zachary Winter, Kenji Watanabe, Takashi Taniguchi, Bernd Beschoten, Christoph Stampfer, +1 more
22citations -
Numerical analysis of microstructural characteristics on the hydrogen susceptibility of pipeline steels2026 Materials & Design article Materials Science Hydrogen embrittlement and corrosion behaviors in metals Open access
Berk Tekkaya, Ioanna Papadioti, Ilias Bellas, S. Meenakshi Sundaram, Sophie Stebner, Nikolaos Aravas, +2 more
0citations -
Fundamentals to Prospects: Synthetic Tuning of Covalent Organic Frameworks for Solid‐State Hydrogen Storage2026 Advanced Materials article Materials Science Covalent Organic Framework Applications Open access
Mengshan Chen, Tengyu Chen, Xueya Zhu, Yue Hu, Wulyu Jiang, Kaiwen Wang, +7 more
0citations
22 results