Machine learning applications in large particle accelerator facilities: review and prospects

Jinyu Wan; Zheng Sun; Xiang Zhang; Yu Bai; Chengying Tsai; Paul Chu; Senlin Huang; Yi Jiao; Yongbin Leng; Biaobin Li; Jingyi Li; Nan Li; Xiaohan Lu; Cai Meng; Yuemei Peng; Sheng Wang; Chengyi Zhang

doi:10.11884/HPLPB202133.210199

High Power Laser and Particle Beams, Volume. 33, Issue 9, 094001(2021)

Machine learning applications in large particle accelerator facilities: review and prospects

Jinyu Wan^1,2, Zheng Sun^1,2, Xiang Zhang^1,2, Yu Bai^1,2, Chengying Tsai³, Paul Chu⁴, Senlin Huang⁵, Yi Jiao^1,2、*, Yongbin Leng^2,6, Biaobin Li^1,2,7, Jingyi Li^1,2, Nan Li^1,2, Xiaohan Lu^1,2,7, Cai Meng^1,2, Yuemei Peng^1,2, Sheng Wang^1,2,7, and Chengyi Zhang^1,2

Author Affiliations

¹Institute of High Energy Physics, Chinese Academy of Sciences, Beijing 100049, China

²University of Chinese Academy of Sciences, Beijing 100049, China

³School of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan 430074, China

⁴College of Engineering and Applied Science, Nanjing University, Nanjing 210023, China

⁵Institute of Heavy Ion Physics & State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing 100871, China

⁶Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201204, China

⁷China Spallation Neutron Source, Dongguan Guangdong 523803, China

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Figures & Tables(6)

Fig. 1. Schematic diagram of supervised learning

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Fig. 2. Schematic diagram of artificial neural network topology

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Fig. 3. Schematic diagram of reinforcement learning

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Fig. 4. Optimization of dynamic aperture and Touschek lifetime of the HEPS with multiple optimization methods^[63]

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Fig. 5. Water temperature change under 1 °C step change of electron gun setting^[79]

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Fig. 6. Longitudinal phase space manipulation experiments in LCLS with a neural network enhanced extremum seeking control method^[123]

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Jinyu Wan, Zheng Sun, Xiang Zhang, Yu Bai, Chengying Tsai, Paul Chu, Senlin Huang, Yi Jiao, Yongbin Leng, Biaobin Li, Jingyi Li, Nan Li, Xiaohan Lu, Cai Meng, Yuemei Peng, Sheng Wang, Chengyi Zhang. Machine learning applications in large particle accelerator facilities: review and prospects[J]. High Power Laser and Particle Beams, 2021, 33(9): 094001

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Paper Information

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Received: May. 25, 2021

Accepted: --

Published Online: Oct. 9, 2021

The Author Email: Yi Jiao (jiaoyi@ihep.ac.cn)

DOI:10.11884/HPLPB202133.210199

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology