Application of deep learning methods for online beam optics and coupling feedback in synchrotron light sources

This paper presents a beam optics and coupling feedback system for storage rings during operation, integrating deep learning methods with turn-by-turn (TBT) beam position monitor data. A deep learning network has been applied to extract phase advance and betatron coupling information implicit in TBT...

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Bibliographic Details
Main Authors: Liyuan Tan, Shouzhi Xuan, Yihao Gong, Xinzhong Liu, Xu Wu, Shunqiang Tian, Wenzhi Zhang
Format: Article
Language:English
Published: American Physical Society 2025-08-01
Series:Physical Review Accelerators and Beams
Online Access:http://doi.org/10.1103/l1gf-558m
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