Speaker
Jinyu Wan
(Facility for Rare Isotope Beams)
Description
Symplectic simulation of space-charge effects is important for high-intensity particle accelerators. In this work, we propose to use a generative model to efficiently simulate space-charge effects. The one-step symplectic transverse transfer map of the particles is obtained by differentiating the predicted space-charge Hamiltonian. This model effectively preserves the phase-space structure and reduces non-physical effects in long-term simulations by ensuring symplecticity in the calculation.
Funding Agency
This work is supported by DOE office of science, with award number DE-SC0024170.
Region represented | America |
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Paper preparation format | LaTeX |
Author
Jinyu Wan
(Facility for Rare Isotope Beams)