cDVAE: VAE-guided diffusion for particle accelerator beam 6D phase space projection diagnostics

Abstract Imaging the 6D phase space of a beam in a particle accelerator in a single shot is currently impossible. Single shot beam measurements only exist for certain 2D beam projections and these methods are destructive. A virtual diagnostic that can generate an accurate prediction of a beam’s 6D p...

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Bibliographic Details
Main Author: Alexander Scheinker
Format: Article
Language:English
Published: Nature Portfolio 2024-11-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-80751-1
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