Computer Methods in Applied Mechanics and Engineering, Год журнала: 2024, Номер 435, С. 117646 - 117646
Опубликована: Дек. 16, 2024
Язык: Английский
Computer Methods in Applied Mechanics and Engineering, Год журнала: 2024, Номер 435, С. 117646 - 117646
Опубликована: Дек. 16, 2024
Язык: Английский
Computer Methods in Applied Mechanics and Engineering, Год журнала: 2024, Номер 434, С. 117586 - 117586
Опубликована: Ноя. 28, 2024
Язык: Английский
Процитировано
3Computer Methods in Applied Mechanics and Engineering, Год журнала: 2025, Номер 437, С. 117764 - 117764
Опубликована: Янв. 22, 2025
Язык: Английский
Процитировано
0Particles, Год журнала: 2025, Номер 8(1), С. 21 - 21
Опубликована: Фев. 25, 2025
One of the primary challenges for future nuclear fusion power plants is understanding how neutron irradiation affects reactor materials. To tackle this issue, IFMIF-DONES project aims to build a facility capable generating source in order irradiate different material samples. This will be achieved by colliding deuteron beam with lithium jet. In work, within DONES-FLUX project, deep learning surrogate models are applied design and optimization linear accelerator. Specifically, neural operators employed predict envelopes along longitudinal axis accelerator effects at end, after collision. approach has resulted that able approximating complex simulations high accuracy (less than 17% percentage error worst case) significantly reduced inference time (ranging from 2 6 orders magnitude) while being differentiable. The substantial speed-up factors enable application online reinforcement algorithms, differentiable nature allows seamless integration programming techniques, facilitating solving inverse problems find optimal parameters given objective. Overall, these results demonstrate synergy between programming, offering promising collaboration among physicists computer scientists further improve other facilities. research lay foundations projects, where efforts performed.
Язык: Английский
Процитировано
0Composites Part B Engineering, Год журнала: 2025, Номер unknown, С. 112409 - 112409
Опубликована: Март 1, 2025
Язык: Английский
Процитировано
0Computer Methods in Applied Mechanics and Engineering, Год журнала: 2025, Номер 440, С. 117950 - 117950
Опубликована: Март 30, 2025
Язык: Английский
Процитировано
0Journal of Thermal Stresses, Год журнала: 2024, Номер 47(10), С. 1386 - 1409
Опубликована: Сен. 23, 2024
Язык: Английский
Процитировано
0Computer Methods in Applied Mechanics and Engineering, Год журнала: 2024, Номер 435, С. 117646 - 117646
Опубликована: Дек. 16, 2024
Язык: Английский
Процитировано
0