High Power Laser and Particle Beams, Volume. 35, Issue 12, 124004(2023)

Optimization design of photocathode injector assisted by deep Gaussian process

Zheng Sun1,2 and Tianmu Xin1,2、*
Author Affiliations
  • 1Institute of High Energy Physics, Chinese Academy of Sciences, Beijing 100049, China
  • 2University of Chinese Academy of Sciences, Beijing 100049, China
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    [5] [5] Hannon F E, HernezGarcia C. Simulation optimisation of a 100 mA dc photoinject[C]Proceedings of EPAC 2006. 2006: 35503552.

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    [8] [8] Wang Cheng. Frontier technology research of high brightness photocathode RF electron gun[D]. Shanghai: University of Chinese Academy of Sciences (Shanghai Institute of Applied Physics, Chinese Academy of Sciences), 2021

    [9] [9] Floettmann K. ASTRA: a space ge tracking algithm[EBOL]. http:www.desy.de~mpyfloAstra_dokumentation.

    [10] [10] Rao T, Dowell D H. An engineering guide to photoinjects[DBOL]. arXiv preprint arXiv: 1403.7539, 2014.

    [13] [13] Rasmussen C E, Williams C K I. Gaussian processes f machine learning[M]. Cambridge: MIT Press, 2006.

    [14] [14] Damianou A C, Lawrence N D. Deep Gaussian processes[DBOL]: arXiv preprint arXiv: 1211.0358, 2013.

    [15] [15] Halbach K, Holsinger R F. SUPERFISHA computer program f evaluation of RF cavities with cylindrical symmetry[R]. Los Alamos: LBL, 1976.

    [18] [18] Tian Ye, Cheng Ren, Zhang Xingyi, et al. Techniques f accelerating multiobjective evolutionary algithms in PlatEMO[C]Proceedings of 2020 IEEE Congress on Evolutionary Computation. 2020: 18.

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    Zheng Sun, Tianmu Xin. Optimization design of photocathode injector assisted by deep Gaussian process[J]. High Power Laser and Particle Beams, 2023, 35(12): 124004

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    Paper Information

    Category:

    Received: Apr. 21, 2023

    Accepted: Oct. 29, 2023

    Published Online: Dec. 27, 2023

    The Author Email: Xin Tianmu (xintm@ihep.ac.cn)

    DOI:10.11884/HPLPB202335.230097

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