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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 -
Multi-objective optimization and quantum hybridization of equivariant deep learning interatomic potentials2026 Computational Materials Science article Materials Science Machine Learning in Materials Science Open access
G. Laskaris, D. Morozov, D. Tarpanov, A. Seth, J. Procelewska, Gopalakrishnan Sai Gautam, +3 more
1citations -
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 -
Generation and validation of a high-resolution fossil diatom record from Saliña Bartol, Bonaire, based on convolutional neural networks2026 Applied Computing and Geosciences article Materials Science Diatoms and Algae Research Open access
Romee van der Kuil, Kees Nooren, Madlene Nussbaum, Edwin Bennink, Francesca Sangiorgi, Timme H. Donders
0citations
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