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Jan-Hendrik Bastek
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Inverting the structure–property map of truss metamaterials by deep learning
JH Bastek, S Kumar, B Telgen, RN Glaesener, DM Kochmann
Proceedings of the National Academy of Sciences 119 (1), e2111505119, 2022
1682022
Inverse design of nonlinear mechanical metamaterials via video denoising diffusion models
JH Bastek, DM Kochmann
Nature Machine Intelligence, 1466–1475, 2023
672023
Physics-Informed Neural Networks for shell structures
JH Bastek, DM Kochmann
European Journal of Mechanics-A/Solids 97, 104849, 2023
522023
Viscoelastic truss metamaterials as time-dependent generalized continua
RN Glaesener, JH Bastek, F Gonon, V Kannan, B Telgen, B Spöttling, ...
Journal of the Mechanics and Physics of Solids 156, 104569, 2021
372021
Physics-Informed Diffusion Models
JH Bastek, WC Sun, DM Kochmann
arXiv preprint arXiv:2403.14404, 2024
122024
GNN-assisted phase space integration with application to atomistics
S Saxena, JH Bastek, M Spinola, P Gupta, DM Kochmann
Mechanics of Materials 182, 104681, 2023
22023
Mode-I fracture of compliant beam-based metamaterials
JH Bastek, P Lothaller, DM Kochmann
International Journal of Solids and Structures, 113239, 2025
2025
Data- and physics-driven deep learning for forward and inverse problems in computational mechanics
JH Bastek
ETH Zurich, 2024
2024
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