Performance Study of Surrogate Models for Large-Scale Optimization
H Sano, R Utsunomiya, T Senda… - 2024 International …, 2024 - ieeexplore.ieee.org
As the role of simulation-based optimization grows in prominence for the design of
advanced machines, its computation cost becomes a significant concern. Machine-learning …
advanced machines, its computation cost becomes a significant concern. Machine-learning …
[PDF][PDF] Application of Machine Learning in Longitudinal Phase Space Prediction at the European XFEL
Beam longitudinal phase space (LPS) distribution is the crucial property to driving the high-
brightness free-electron laser. However, the beam LPS diagnostics is often destructive and …
brightness free-electron laser. However, the beam LPS diagnostics is often destructive and …