Research on beam dynamics optimization of a storage ring based on machine learning

doi:10.1109/ICNGN59831.2023.10396700

	Research on beam dynamics optimization of a storage ring based on machine learning
	Ruichun Li1,2 ; Qinglei Zhang 1; Zhentang Zhao 1; Changliang Li 1; Kun Wang 1
	2024-01-25
会议录名称	2023 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND NEXT GENERATION NETWORKS（ICNGN)
发表状态	已发表
DOI	10.1109/ICNGN59831.2023.10396700
摘要	This paper discusses the machine learning methods for the beam dynamics optimization in a storage ring for synchrotron light sources. A new method of closed orbit feedback based on machine learning was developed to enhance synchrotron radiation stability, which was then piloted at Shanghai Synchrotron Radiation Facility (SSRF). We use a novel machine learning technique to calibrate the linear optics, which differs from the traditional singular value decomposition (SVD)-based linear optics from closed orbit (LOCO). Predicting dynamic apertures is also one of the machine learning applications in our work. © 2023 IEEE.
关键词	machine learning calibration and fitting methods synchrotron light sources cluster finding storage ring convolutional neural network
会议名称	2nd International Conference on Intelligent Computing and Next Generation Networks, ICNGN 2023
会议地点	Hangzhou, China
会议日期	17-18 November 2023
URL	查看原文
收录类别	EI
语种	英语
出版者	Institute of Electrical and Electronics Engineers Inc.
EI入藏号	20240815572530
EI主题词	Machine learning
EI分类号	723.4 Artificial Intelligence ; 921 Mathematics ; 932.1.1 Particle Accelerators
原始文献类型	Conference article (CA)
来源库	IEEE
文献类型	会议论文
条目标识符	https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/346080
专题	物质科学与技术学院_博士生
作者单位	1.Shanghai Synchrotron Radiation Facility, Shanghai Advanced Research Institute, Chinese Academy of Sciences 2.School of Physical Science and Technology, ShanghaiTech University
第一作者单位	物质科学与技术学院
推荐引用方式 GB/T 7714	Ruichun Li,Qinglei Zhang,Zhentang Zhao,et al. Research on beam dynamics optimization of a storage ring based on machine learning[C]:Institute of Electrical and Electronics Engineers Inc.,2024.