Orbit correction based on machine learning

Dengjie Xiao; Yusi Qiao; Zhongming Chu

doi:10.11884/HPLPB202133.200352

Journals >High Power Laser and Particle Beams >Volume 33 >Issue 5 >Page 054004 > Article

High Power Laser and Particle Beams
Vol. 33, Issue 5, 054004 (2021)

Orbit correction based on machine learning

Dengjie Xiao^1、2, Yusi Qiao^1、2, and Zhongming Chu³

Author Affiliations

¹School of Nuclear Science and Technology, University of Chinese Academy of Sciences, Beijing 100049, China

²Institute of High Energy Physics, Chinese Academy of Sciences, Beijing 100049, China

³College of Engineering and Applied Science, Nanjing University, Nanjing 210023, China

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DOI: 10.11884/HPLPB202133.200352 Cite this Article

Dengjie Xiao, Yusi Qiao, Zhongming Chu. Orbit correction based on machine learning[J]. High Power Laser and Particle Beams, 2021, 33(5): 054004 Copy Citation Text

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	∆x/mm	∆y/mm	∆z/mm	∆θ_x/mrad	∆θ_y/mrad	∆θ_z/mrad
dipole	0.10	0.10	0.10	0.10	0.10	0.05
quadrupole	0.10	0.10	0.25	0.25	0.25	0.10

Table 1. [in Chinese]

	features numbers	train data	test data	total data
BPM	66	350	150	500
corrector	33	350	150	500

Table 2. [in Chinese]

Dengjie Xiao, Yusi Qiao, Zhongming Chu. Orbit correction based on machine learning[J]. High Power Laser and Particle Beams, 2021, 33(5): 054004

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