Machine-learning guided optimization of laser pulses for direct-drive implosions

Fuyuan Wu; Xiaohu Yang; Yanyun Ma; Qi Zhang; Zhe Zhang; Xiaohui Yuan; Hao Liu; Zhengdong Liu; Jiayong Zhong; Jian Zheng; Yutong Li; Jie Zhang

doi:10.1017/hpl.2022.4

High Power Laser Science and Engineering, Volume. 10, Issue 2, 02000e12(2022)

Machine-learning guided optimization of laser pulses for direct-drive implosions

Fuyuan Wu^1,2, Xiaohu Yang^2,3, Yanyun Ma^2,3, Qi Zhang^1,2, Zhe Zhang⁴, Xiaohui Yuan^1,2, Hao Liu^1,2, Zhengdong Liu⁵, Jiayong Zhong^2,5, Jian Zheng^2,6, Yutong Li^2,4, and Jie Zhang^1,2、*

Author Affiliations

¹Key Laboratory for Laser Plasmas (MOE) and School of Physics and Astronomy, Shanghai Jiao Tong University, Shanghai200240, China

²Collaborative Innovation Center of IFSA, Shanghai Jiao Tong University, Shanghai200240, China

³Department of Physics, National University of Defense Technology, Changsha410073, China

⁴Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing100190, China

⁵Department of Astronomy, Beijing Normal University, Beijing100875, China

⁶Department of Plasma Physics and Fusion Engineering, University of Science and Technology of China, Hefei230026, China

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Fuyuan Wu, Xiaohu Yang, Yanyun Ma, Qi Zhang, Zhe Zhang, Xiaohui Yuan, Hao Liu, Zhengdong Liu, Jiayong Zhong, Jian Zheng, Yutong Li, Jie Zhang. Machine-learning guided optimization of laser pulses for direct-drive implosions[J]. High Power Laser Science and Engineering, 2022, 10(2): 02000e12

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Paper Information

Category: Research Articles

Received: Nov. 17, 2021

Accepted: Jan. 24, 2022

Posted: Jan. 25, 2022

Published Online: Apr. 19, 2022

The Author Email: Jie Zhang (jzhang1@sjtu.edu.cn)

DOI:10.1017/hpl.2022.4

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology