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180
Aachen papers (primary topic)
609
Further papers (secondary topic)
2.35k
Citations
224
Aachen authors
Papers per year
20
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Papers 180
Open in paper search →-
Physics-informed neural network for constitutive modeling of cyclic crystal plasticity considering deformation mechanism2025 International Journal of Mechanical Sciences article Materials Science Machine Learning in Materials Science cited by 1 patent
Huanbo Weng, Franz Bamer, Cheng Luo, Bernd A. Markert, Huang Yuan
32citations -
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 -
Efficient surrogate models for materials science simulations: Machine learning-based prediction of microstructure properties2024 Machine Learning with Applications article Materials Science Machine Learning in Materials Science Open access
Binh Duong Nguyen, Pavlo Potapenko, Aytekin Demirci, Kishan Govind, Sébastien Bompas, Stefan Sandfeld
22citations -
Discovery of liquid crystalline polymers with high thermal conductivity using machine learning2025 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Hayato Maeda, Stephen Wu, Rika Marui, Erina Yoshida, Kan Hatakeyama‐Sato, Yuta Nabae, +13 more
16citations -
An automated approach for developing neural network interatomic potentials with FLAME2021 Computational Materials Science article Materials Science Machine Learning in Materials Science Open access
Hossein Mirhosseini, Hossein Tahmasbi, Sai Ram Kuchana, S. Alireza Ghasemi, Thomas D. Kühne
12citations -
Influence of synthetically generated inclusions on the stress accumulation and concentration in X65 pipeline steel2021 IOP Conference Series Materials Science and Engineering conference-paper Materials Science Machine Learning in Materials Science Open access
Niklas C. Fehlemann, Yannik Sparrer, Felix Pütz, Markus Könemann, Sebastian Münstermann
11citations -
A first-principles and machine learning combined method to investigate the interfacial friction between corrugated graphene2021 Modelling and Simulation in Materials Science and Engineering article Materials Science Machine Learning in Materials Science
Zugang Liu, Xinpeng Zhao, Heyuan Wang, Yuan Ma, Lei Gao, Haiyou Huang, +3 more
9citations
Most active Aachen authors
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Jan G. Rittig 770 citations overall15 papers
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