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

Orbit correction based on machine learning

Dengjie Xiao1...2, Yusi Qiao1,2 and Zhongming Chu3 |Show fewer author(s)
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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    References(8)

    [1] Hou Jie, Liu Guiming. Transport line orbit distortion correction based on response matrix and SVD algorithm[J]. High Energy Physics and Nuclear Physics-Chinese Edition, 30, 37-39(2006).

    [2] [2] Chung Y, Decker G, Evans K. Closed bit crection using singular value decomposition of the response matrix[C]Proceedings of 1993 IEEE Particle Accelerat Conference. 1993: 22632265.

    [3] [3] Grote H, Iselin F C, Keil E, et al. The MAD program[C]Particle Accelerat Conference. 1989.

    [4] Chu Zhongming, Xiao Dengjie, Qiao Yusi, et al. Machine learning applications for particle accelerators[J]. Frontiers of Data and Computing, 1, 110-120(2019).

    [7] [7] Xiao Dengjie, Chu Zhongming, Qiao Yusi. bit crection with machine learning[C]Proceedings of the 10th International Particle Accelerat Conference. 2019: 26082610.

    [8] [8] Bai Sha, Gao Jie, Geng Huiping. bit crection in CEPC[C]Proceedings of the 6th International Particle Accelerat Conference. 2015: 20222024.

    [10] Mcdonald G C. Ridge regression[J]. Wiley Interdisciplinary Reviews: Computational Statistics, 1, 93-100(2010).

    [12] Hoerl A E, Kennard R W. Ridge regression: biased estimation for nonorthogonal problems[J]. Technometrics, 55-67(2012).

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    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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    Paper Information

    Category: Particle Beams and Accelerator Technology

    Received: Dec. 24, 2020

    Accepted: --

    Published Online: Jun. 24, 2021

    The Author Email:

    DOI:10.11884/HPLPB202133.200352

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