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
- High Power Laser and Particle Beams
- Vol. 33, Issue 9, 094001 (2021)
Fig. 1. Schematic diagram of supervised learning
Fig. 2. Schematic diagram of artificial neural network topology
Fig. 3. Schematic diagram of reinforcement learning
Fig. 4. Optimization of dynamic aperture and Touschek lifetime of the HEPS with multiple optimization methods[63]
Fig. 5. Water temperature change under 1 °C step change of electron gun setting[79]
Fig. 6. Longitudinal phase space manipulation experiments in LCLS with a neural network enhanced extremum seeking control method[123]
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