Simulation of laser plasma wakefield acceleration with external injection based on Bayesian optimization

Jianhua ZHONG; Jiabao GUAN; Lanxin LIU; Guoxing XIA; Jike WANG; Yuancun NIE

doi:10.1088/2058-6272/ad91e8

Plasma Science and Technology > 2025 > Corrected proof > DOI: 10.1088/2058-6272/ad91e8 CSTR: 32219.14.2058-6272/ad91e8

Jianhua ZHONG, Jiabao GUAN, Lanxin LIU, Guoxing XIA, Jike WANG, Yuancun NIE. Simulation of laser plasma wakefield acceleration with external injection based on Bayesian optimization[J]. Plasma Science and Technology. DOI: 10.1088/2058-6272/ad91e8

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Simulation of laser plasma wakefield acceleration with external injection based on Bayesian optimization

1.
The Institute for Advanced Studies, Wuhan University, Wuhan 430072, People’s Republic of China
2.
Department of Physics and Astronomy, University of Manchester, Manchester M139PL, United Kingdom

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Author Bio:
Jike WANG: jike.wang@whu.edu.cn

Yuancun NIE: nieyuancun@whu.edu.cn
Corresponding author:
Jike WANG, jike.wang@whu.edu.cn

Yuancun NIE, nieyuancun@whu.edu.cn
Received Date: September 13, 2024
Revised Date: November 11, 2024
Accepted Date: November 12, 2024
Available Online: November 13, 2024

Graphical Abstract

Abstract

Abstract

In laser wakefield acceleration, injecting an external electron beam at a certain energy is a promising approach for achieving a high-quality electron beam with low energy spread and low emittance. In this paper, the process of laser wakefield acceleration with an external injection at 10 pC has been studied in simulations. A Bayesian optimization method is used to optimize the key laser and plasma parameters so that the electron beam is accelerated to the expected energy with a small emittance and energy spread growth. The effect of the rising edge of the plasma on the transverse properties of the electron beam is simulated and optimized in order to ensure that the external electron beam is injected into the plasma without significant emittance growth. Finally, a high-quality electron beam with an energy of 1.5 GeV, a normalized transverse emittance of 0.5 mm·mrad and a relative energy spread of 0.5% at 10 pC is obtained.
- laser wakefield acceleration,
- Bayesian optimization,
- external injection,
- high quality electron beam

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Acknowledgments

The work was supported by Science and Technology Major Project of Hubei Province in China (No. 2021AFB001).

References (45)

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Simulation of laser plasma wakefield acceleration with external injection based on Bayesian optimization

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