Latent diffusion can map beam loss to two-dimensional phase-space projections

Beam loss monitors (BLMs) and beam current monitors (BCMs) are ubiquitous at particle accelerators around the world. These simple devices provide noninvasive high-level beam measurements but give no insight into the detailed 6D (x,y,z,p_{x},p_{y},p_{z}) beam phase-space distributions or dynamics. We...

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Bibliographic Details
Published in:Physical Review Accelerators and Beams
Main Authors: Alexander Scheinker, Alan Williams
Format: Article
Language:English
Published: American Physical Society 2025-09-01
Online Access:http://doi.org/10.1103/rqg9-g3dp