Papers matching “data-driven material modeling” 53
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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
341citations -
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 Engineering Additive Manufacturing Materials and Processes 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 Fault Detection and Control Systems Open access
Nils Kroell, Abtin Maghmoumi, Tobias Dietl, Xiaozheng Chen, Bastian Küppers, Tabea Scherling, +2 more
36citations -
Data-driven study of the enthalpy of mixing in the liquid phase2024 Institutional Repositories DataBase (IRDB) article Engineering Thermodynamic and Structural Properties of Metals and Alloys Open access
Guillaume Deffrennes, Bengt Hallstedt, Taichi Abe, Quentin Bizot, Evelyne Fischer, Jean‐Marc Joubert, +2 more
0citations -
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 Abdolazizi, Jonas Eichinger, Kevin Linka, Christian Johannes Cyron, +1 more
0citations -
Coupled process chain modelling to minimise the earing formation in industrially rolled aluminium strips for beverage can production using data-based methods2026 International Journal of Material Forming article Engineering Metal Forming Simulation Techniques Open access
Nilesh Thakare, Kai F. Karhausen, Hans-Reimund Müller, Emad Scharifi, David Benjamin Bailly
1citations -
INSIGHT: An integrated framework for safe and sustainable chemical and material assessment2025 Computational and Structural Biotechnology Journal article Environmental Science Chemistry and Chemical Engineering Open access
Angela Serra, Dimitrios Zouraris, Alexandra Schaffert, Marcella Torres Maia, Periklis Tsiros, Ishita Virmani, +44 more
16citations -
Coupled process chain modelling to minimise the earing formation in industrially rolled aluminium strips for beverage can production using data-based methods2026 International Journal of Material Forming article Engineering Metal Forming Simulation Techniques Open access
Nilesh Thakare, Kai F. Karhausen, Hans-Reimund Müller, Emad Scharifi Arab, David Benjamin Bailly
0citations