Papers matching “data-driven material modeling” 86
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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 -
A Data-Driven Reduced Order Modeling Approach Applied in Context of Numerical Analysis and Optimization of Plastic Profile Extrusion4citations
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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 -
Towards digital twins of waste sorting plants: Developing data-driven process models of industrial-scale sensor-based sorting units by combining machine learning with near-infrared-based process monitoring2023 Resources Conservation and Recycling article Engineering Digital Transformation in Industry Open access
Nils Kroell, Abtin Maghmoumi, Tobias Dietl, Xiaozheng Chen, Bastian Küppers, Tabea Scherling, +2 more
36citations -
Materials in the Drive Chain – Modeling Materials for the Internet of Production2023 Interdisciplinary excellence accelerator series book-chapter Engineering Metallurgy and Material Forming Open access
Ali Rajaei, Marco Becker, Yuanbin Deng, Soheil Rooein, Patricia de Oliveira Löhrer, Niklas Reinisch, +8 more
2citations -
Materials in the Drive Chain – Modeling Materials for the Internet of Production2023 Interdisciplinary excellence accelerator series book-chapter Engineering Metallurgy and Material Forming Open access
Ali Rajaei, Marco Becker, Yuanbin Deng, Soheil Rooein, Patricia de Oliveira Löhrer, Niklas Reinisch, +8 more
0citations -
Data-driven study of the enthalpy of mixing in the liquid phase2024 Institutional Repositories DataBase (IRDB) article Engineering Phase Equilibria and Thermodynamics Open access
Guillaume Deffrennes, Bengt Hallstedt, Taichi Abe, Quentin Bizot, Evelyne Fischer, Jean‐Marc Joubert, +2 more
0citations