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

Shen Shiyu; Yang Xiaohu; Zhang Guobo; Zhao Ziqi; Ma Yanyun

doi:10.11884/HPLPB202335.230231

Volume 35 Issue 10

Oct. 2023

Turn off MathJax

Article Contents

Abstract

References

Article Navigation > High Power Laser and Particle Beams > 2023 > 35(10): 104005

Zhang Manzhou, Wang Kun, Zhang Qinglei, et al. Compensations of double elliptical polarization undulator effects on the SSRF storage ring[J]. High Power Laser and Particle Beams, 2017, 29: 075103. doi: 10.11884/HPLPB201729.170014

Citation:

Shen Shiyu, Yang Xiaohu, Zhang Guobo, et al. Precise control of high-energy protons transport in space environment by using bayesian optimization[J]. High Power Laser and Particle Beams, 2023, 35: 104005. doi: 10.11884/HPLPB202335.230231

Citation:

PDF( 3720 KB)

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

doi: 10.11884/HPLPB202335.230231

1.
Department of Nuclear Science and Technology, National University of Defense Technology, Changsha 410073, China
2.
College of Advanced Interdisciplinary Studies, National University of Defense Technology, Changsha 410073, China

Received Date: 2023-07-26
Accepted Date: 2023-09-23
Rev Recd Date: 2023-09-19

Available Online: 2023-09-26

Publish Date: 2023-10-08

Abstract

Abstract

Considering the geomagnetic field, the relativistic effect and bremsstrahlung radiation of high-energy protons, a single particle motion model of proton transport in the space environment is established. Based on this model, the Bayesian optimization method is proposed to realize the precise control of protons transport from the initial position to the target under a given proton energy. The dependence of the proton launch angle on the launch height is obtained, that is, when the coordinate radial angle is 0° and 180°, the value of the coordinate axial angle will not change the optimal emission direction of the particles. The results can provide theoretical references for long-distance transport of proton beams in the space environment.
- high energy proton,
- transport control,
- space transmission,
- Bayesian optimization

FullText(HTML)

References(16)

References

[1]	Neubert T, Gilchrist B, Wilderman S, et al. Relativistic electron beam propagation in the Earth's atmosphere: modeling results[J]. Geophysical Research Letters, 1996, 23(9): 1009-1012. doi: 10.1029/96GL00247
[2]	Krause L H. The interaction of relativistic electron beams with the near-earth space environment[D]. Ann Arbor: University of Michigan, 1998.
[3]	Mironychev P V, Babich L P. Propagation of an electron beam in atmosphere at altitudes from 15 to 100 km: numerical experiment[J]. High Temperature, 2000, 38(6): 834-842. doi: 10.1023/A:1004172802986
[4]	Porazik P, Johnson J R, Kaganovich I, et al. Modification of the loss cone for energetic particles[J]. Geophysical Research Letters, 2014, 41(22): 8107-8113. doi: 10.1002/2014GL061869
[5]	Willard J M, Johnson J R, Snelling J M, et al. Effect of field-line curvature on the ionospheric accessibility of relativistic electron beam experiments[J]. Frontiers in Astronomy and Space Sciences, 2019, 6: 56. doi: 10.3389/fspas.2019.00056
[6]	Powis A T, Porazik P, Greklek-Mckeon M, et al. Evolution of a relativistic electron beam for tracing magnetospheric field lines[J]. Frontiers in Astronomy and Space Sciences, 2019, 6: 69. doi: 10.3389/fspas.2019.00069
[7]	郝建红, 王希, 张芳, 等. 随移动窗推进的带电粒子束团长程传输模拟分析[J]. 国防科技大学学报, 2021, 43(5):168-174 doi: 10.11887/j.cn.202105020 Hao Jianhong, Wang Xi, Zhang Fang, et al. Simulation analysis of long-range propagation of charged particle beams propelled by moving window[J]. Journal of National University of Defense Technology, 2021, 43(5): 168-174 doi: 10.11887/j.cn.202105020
[8]	Hao Jianhong, Wang Xi, Zhang Fang, et al. The influence of magnetic field on the beam quality of relativistic electron beam long-range propagation in near-Earth environment[J]. Plasma Science and Technology, 2021, 23: 115301. doi: 10.1088/2058-6272/ac183a
[9]	Yao Haibo, Yang Xiaohu, Zhang G B, et al. Stable transport of relativistic electron beams in plasmas[J]. Journal of Plasma Physics, 2022, 88: 905880105. doi: 10.1017/S002237782100132X
[10]	钟海坚, 陈宗华, 赵炳炎. 基于MATLAB的地磁场中带电粒子运动模拟分析[J]. 大学物理实验, 2021, 34(1):83-86 doi: 10.14139/j.cnki.cn22-1228.2021.01.022 Zhong Haijian, Chen Zonghua, Zhao Bingyan. The motion simulation of charged particles in geomagnetic field based on MATLAB[J]. Physical Experiment of College, 2021, 34(1): 83-86 doi: 10.14139/j.cnki.cn22-1228.2021.01.022
[11]	Maus S. IGRF[EB/OL]. [2023-07-15]. https://ccmc.gsfc.nasa.gov/models/IGRF~13/.
[12]	李承祖, 银燕, 赵晶, 等. 电动力学[M]. 长沙: 国防科技大学出版社, 2022: 305-307 Li Chengzu, Yin Yan, Zhao Jing, et al. Electrodynamics[M]. Changsha: National University of Defense Technology Press, 2022: 305-307
[13]	Seeger M. Gaussian processes for machine learning[J]. International Journal of Neural Systems, 2004, 14(2): 69-106. doi: 10.1142/S0129065704001899
[14]	Snoek J, Larochelle H, Adams R P. Practical Bayesian optimization of machine learning algorithms[C]//Proceedings of the 25th International Conference on Neural Information Processing Systems. 2012: 2951-2959.
[15]	Srinivas N, Krause A, Kakade S, et al. Gaussian process optimization in the bandit setting: no regret and experimental design[C]//Proceedings of the 27th International Conference on Machine Learning (ICML). 2010: 1015-1022.
[16]	Brochu E, Cora V M, de Freitas N. A tutorial on Bayesian optimization of expensive cost functions, with application to active user modeling and hierarchical reinforcement learning[DB/OL]. arXiv preprint arXiv: 1012.2599, 2010.

Relative Articles

[1]	Xu Kun, Chen Zhipeng, Lin Zhouyang, Zheng Zhong, Sun Qian, Wang Yutian, Peng Bo. Preliminary development and high-voltage lifetime testing of vertical photoconductive semiconductor switches based Fe-Doped β-Ga₂O₃[J]. High Power Laser and Particle Beams. doi: 10.11884/HPLPB202537.240426
[2]	Yang Biao, Sun Xun, Li Yangfan, Sha Huiru, Jiao Jian, Li Deqiang, Zhang Lei, Luan Chongbiao, Xiao Longfei, Chen Xiufang, Xu Xiangang. Influence of laser spot energy distribution on the on-state performance of GaN-based photoconductive switches[J]. High Power Laser and Particle Beams, 2024, 36(11): 115005. doi: 10.11884/HPLPB202436.240321
[3]	Fu Jiabin, Wang Lingyun, He Yang, Feng Chuanjun, Xie Weiping. LD triggered three-electrode gas switch based on photoconductive semiconductor[J]. High Power Laser and Particle Beams, 2022, 34(9): 095003. doi: 10.11884/HPLPB202234.210536
[4]	Wang Wei, Liu Yi, Shen Yi, Xia Liansheng, Yang Chao, Ye Mao. Experimental study of high gain PCSS triggered by high-power pulse laser diode[J]. High Power Laser and Particle Beams, 2016, 28(09): 095003. doi: 10.11884/HPLPB201628.150883
[5]	Zhang Yongping, Chen Zhizhan, Shi Wangzhou, Zhang Linwen, Liu Yi, Chen Yi. Effect of laser excitation energy on resistance of lateral geometry 4H-SiC photoconductive semiconductor switches[J]. High Power Laser and Particle Beams, 2015, 27(05): 055003. doi: 10.11884/HPLPB201527.055003
[6]	Wu Zhaoyang, Lu Wei, Yang Zhoubing. Effects of trigger light pulse on open performance of nonlinear photoconductive switch[J]. High Power Laser and Particle Beams, 2014, 26(08): 085003. doi: 10.11884/HPLPB201426.085003
[7]	Wang Wei, Deng Jianjun, Xia Liansheng, Chen Yi, Liu Yi. Conduction characteristics of photoconductive semiconductor switches based on high power laser diodes[J]. High Power Laser and Particle Beams, 2014, 26(04): 045102. doi: 10.11884/HPLPB201426.045102
[8]	Ma Xun, Deng Jianjun, Jiang Ping, Liu Jinfeng, Liu Hongwei, Yuan Jianqiang, Li Hongtao. Design of stacked Blumlein PFNs with photoconductive semiconductor switches[J]. High Power Laser and Particle Beams, 2013, 25(07): 1851-1855. doi: 10.3788/HPLPB20132507.1851
[9]	Rao Junfeng, Qiu Jian, Liu Kefu. Dynamic characteristics of magnetic switch with pulse compression circuit[J]. High Power Laser and Particle Beams, 2012, 24(04): 859-862. doi: 10.3788/HPLPB20122404.0859
[10]	Li Song, Qian BaoLiang, Yang Hanwu, Yang Shi, Meng Zhipeng. Characteristics of magnetic switch used as main switch of solid-state accelerator[J]. High Power Laser and Particle Beams, 2012, 24(04): 863-867. doi: 10.3788/HPLPB20122404.0863
[11]	Ma Xun, Den Jianjun, Liu Jinfeng, Liu Hongwei, Li Hongtao. Voltage transfer efficiency of Blumlein- pulse forming networks based on photoconductive semiconductor switches[J]. High Power Laser and Particle Beams, 2012, 24(10): 2502-2506. doi: 10.3788/HPLPB20122410.2502
[12]	Wu Zhaoyang, Chen Zhigang, Xue Changjiang, Lu Wei, Yang Zhoubing. Experimental research on GaAs photoconductive semiconductor switches triggered by laser diode[J]. High Power Laser and Particle Beams, 2012, 24(03): 635-638. doi: 10.3788/HPLPB20122403.0635
[13]	li bin, yao jianquan, ding xin, zhang fan, wang peng. Laser diode-side-pumped high power 266 nm ultraviolet laser[J]. High Power Laser and Particle Beams, 2011, 23(08): 0- .
[14]	zhao yue, xie weiping, liu hongwei, liu jinfeng, li hongtao, yuan jianqiang. Design and test of silicon micro-channel cooler for high power photoconductive semiconductor switch chip[J]. High Power Laser and Particle Beams, 2011, 23(10): 0- .
[15]	wang dongdong, qiu jian, liu kefu. All solid-state pulsed power generator with semiconductor and magnetic switches[J]. High Power Laser and Particle Beams, 2010, 22(04): 0- .
[16]	zhao yue, xie weiping, li hongtao, liu jinfeng, liu hongwei, zhao shicao, yuan jianqiang. Numerical simulation on factors affecting critical frequency of high-power photoconductive semiconductor switch[J]. High Power Laser and Particle Beams, 2010, 22(11): 0- .
[17]	liu hongwei, yuan jianqiang, liu jinfeng, li hongtao, xie weiping, jiang weihua. Experimental investigation on lifetime of high power GaAs photoconductive semiconductor switch[J]. High Power Laser and Particle Beams, 2010, 22(04): 0- .
[18]	yuan jianqiang, li hongtao, liu hongwei, liu jinfeng, xie weiping, wang xinxin, jiang weihua. Study on high-power photoconductive semiconductor switches[J]. High Power Laser and Particle Beams, 2010, 22(04): 0- .
[19]	yuan jian-qiang, xie wei-ping, zhou liang-ji, chen lin, wang xin-xin. Developments and applications of photoconductive semiconductor switches in pulsed power technology[J]. High Power Laser and Particle Beams, 2008, 20(01): 0- .
[20]	wang hai-yang, he xiao-ping, xu yan. A rep-frequency pulsed-current source based on reversely switching dynistor[J]. High Power Laser and Particle Beams, 2007, 19(06): 0- .

Supplements(0)

Cited By

Cited by

Periodical cited type(7)

1.	耐日嘎，马俊，王园园，豆亚稳，吕海涛，钱莉荣，李翠平. 基于ScAlN/6H-SiC结构的声表面波传播特性. 压电与声光. 2022(01): 6-9 .
2.	李英峰，林华健. 山东省第三代半导体产业“十四五”发展研究. 信息技术与信息化. 2022(02): 45-48 .
3.	楚旭，王朗宁，朱效庆，王日品，王彬，荀涛，刘金亮. 基于光导半导体的MHz高重频可调谐脉冲产生技术研究. 强激光与粒子束. 2022(07): 64-69 . 本站查看
4.	崔严匀，袁敏杰，王训辉，张德伟，张弘毅. 碳化硅单晶衬底超精密抛光关键技术研究. 数字通信世界. 2021(03): 76-78 .
5.	丛培天. 中国脉冲功率科技进展简述. 强激光与粒子束. 2020(02): 6-16 . 本站查看
6.	宋维东. 碳化硅半导体材料的研究现状及发展前景. 中国粉体工业. 2020(02): 8-11 .
7.	王彦文，冯琛，陈鹏，高志宣，孙燕盈，王乐. 矿用高压变频器中IGBT模块在阶跃脉冲下局部放电特性. 矿业科学学报. 2020(05): 536-545 .