High Power Laser and Particle Beams, Volume. 35, Issue 10, 104005(2023)

Precise control of high-energy protons transport in space environment by using bayesian optimization

Shiyu Shen1, Xiaohu Yang1、*, Guobo Zhang1, Ziqi Zhao1, and Yanyun Ma2
Author Affiliations
  • 1Department of Nuclear Science and Technology, National University of Defense Technology, Changsha 410073, China
  • 2College of Advanced Interdisciplinary Studies, National University of Defense Technology, Changsha 410073, China
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    References(16)

    [2] [2] Krause L H. The interaction of relativistic electron beams with the nearearth space environment[D]. Ann Arb: University of Michigan, 1998.

    [11] [11] Maus S. IGRF[EBOL]. [20230715]. https:ccmc.gsfc.nasa.govmodelsIGRF~13.

    [12] [12] Li Chengzu, Yin Yan, Zhao Jing, et al. Electrodynamics[M]. Changsha: National University of Defense Technology Press, 2022: 305307

    [14] [14] Snoek J, Larochelle H, Adams R P. Practical Bayesian optimization of machine learning algithms[C]Proceedings of the 25th International Conference on Neural Infmation Processing Systems. 2012: 29512959.

    [15] [15] Srinivas N, Krause A, Kakade S, et al. Gaussian process optimization in the bit setting: no regret experimental design[C]Proceedings of the 27th International Conference on Machine Learning (ICML). 2010: 10151022.

    [16] [16] Brochu E, Ca V M, de Freitas N. A tutial on Bayesian optimization of expensive cost functions, with application to active user modeling hierarchical reinfcement learning[DBOL]. arXiv preprint arXiv: 1012.2599, 2010.

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    Shiyu Shen, Xiaohu Yang, Guobo Zhang, Ziqi Zhao, Yanyun Ma. Precise control of high-energy protons transport in space environment by using bayesian optimization[J]. High Power Laser and Particle Beams, 2023, 35(10): 104005

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    Paper Information

    Category: Particle Beams and Accelerator Technology

    Received: Jul. 26, 2023

    Accepted: Sep. 23, 2023

    Published Online: Nov. 30, 2023

    The Author Email: Yang Xiaohu (xhyang@nudt.edu.cn)

    DOI:10.11884/HPLPB202335.230231

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