Beyond optimization—supervised learning applications in relativistic laser-plasma experiments

Author:

Lin Jinpu1ORCID,Qian Qian1,Murphy Jon1,Hsu Abigail2ORCID,Hero Alfred3ORCID,Ma Yong1ORCID,Thomas Alexander G. R.1ORCID,Krushelnick Karl1ORCID

Affiliation:

1. Gerard Mourou Center for Ultrafast Optical Science, University of Michigan, Ann Arbor, Michigan 48109, USA

2. Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, New York 11794, USA

3. Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, Michigan 48109, USA

Funder

Air Force Office of Scientific Research

U.S. Department of Energy

Publisher

AIP Publishing

Subject

Condensed Matter Physics

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Neural network-based control of an ultrafast laser;Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment;2023-08

2. 2022 Review of Data-Driven Plasma Science;IEEE Transactions on Plasma Science;2023-07

3. Laser Wakefield Accelerator modelling with Variational Neural Networks;High Power Laser Science and Engineering;2023-01-06

4. Applications of object detection networks in high-power laser systems and experiments;High Power Laser Science and Engineering;2023

5. Data-driven science and machine learning methods in laser–plasma physics;High Power Laser Science and Engineering;2023

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