Computer Methods in Applied Mechanics and Engineering, Journal Year: 2024, Volume and Issue: 435, P. 117646 - 117646
Published: Dec. 16, 2024
Language: Английский
Computer Methods in Applied Mechanics and Engineering, Journal Year: 2024, Volume and Issue: 435, P. 117646 - 117646
Published: Dec. 16, 2024
Language: Английский
Computer Methods in Applied Mechanics and Engineering, Journal Year: 2024, Volume and Issue: 434, P. 117586 - 117586
Published: Nov. 28, 2024
Language: Английский
Citations
3Computer Methods in Applied Mechanics and Engineering, Journal Year: 2025, Volume and Issue: 437, P. 117764 - 117764
Published: Jan. 22, 2025
Language: Английский
Citations
0Particles, Journal Year: 2025, Volume and Issue: 8(1), P. 21 - 21
Published: Feb. 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.
Language: Английский
Citations
0Composites Part B Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 112409 - 112409
Published: March 1, 2025
Language: Английский
Citations
0Computer Methods in Applied Mechanics and Engineering, Journal Year: 2025, Volume and Issue: 440, P. 117950 - 117950
Published: March 30, 2025
Language: Английский
Citations
0Journal of Thermal Stresses, Journal Year: 2024, Volume and Issue: 47(10), P. 1386 - 1409
Published: Sept. 23, 2024
Language: Английский
Citations
0Computer Methods in Applied Mechanics and Engineering, Journal Year: 2024, Volume and Issue: 435, P. 117646 - 117646
Published: Dec. 16, 2024
Language: Английский
Citations
0