Laser wakefield accelerator modelling with variational neural networks

M. J. V. Streeter; C. Colgan; C. C. Cobo; C. Arran; E. E. Los; R. Watt; N. Bourgeois; L. Calvin; J. Carderelli; N. Cavanagh; S. J. D. Dann; R. Fitzgarrald; E. Gerstmayr; A. S. Joglekar; B. Kettle; P. Mckenna; C. D. Murphy; Z. Najmudin; P. Parsons; Q. Qian; P. P. Rajeev; C. P. Ridgers; D. R. Symes; A. G. R. Thomas; G. Sarri; S. P. D. Mangles

doi:10.1017/hpl.2022.47

High Power Laser Science and Engineering, Volume. 11, Issue 1, 010000e9(2023)

Laser wakefield accelerator modelling with variational neural networks Editors' Pick

M. J. V. Streeter^1、*, C. Colgan², C. C. Cobo³, C. Arran³, E. E. Los², R. Watt², N. Bourgeois⁴, L. Calvin¹, J. Carderelli⁵, N. Cavanagh¹, S. J. D. Dann⁴, R. Fitzgarrald⁵, E. Gerstmayr², A. S. Joglekar^5,6, B. Kettle², P. Mckenna⁷, C. D. Murphy³, Z. Najmudin², P. Parsons⁴, Q. Qian⁵, P. P. Rajeev⁴, C. P. Ridgers³, D. R. Symes⁴, A. G. R. Thomas⁵, G. Sarri¹, and S. P. D. Mangles²

Author Affiliations

¹School of Mathematics and Physics, Queen’s University Belfast, Belfast, UK

²The John Adams Institute for Accelerator Science, Imperial College London, London, UK

³York Plasma Institute, School of Physics, Engineering and Technology, University of York, York, UK

⁴Central Laser Facility, STFC Rutherford Appleton Laboratory, Didcot, UK

⁵Gérard Mourou Center for Ultrafast Optical Science, University of Michigan, Ann Arbor, USA

⁶Ergodic LLC, San Francisco, USA

⁷Department of Physics, SUPA, University of Strathclyde, Glasgow, UK

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M. J. V. Streeter, C. Colgan, C. C. Cobo, C. Arran, E. E. Los, R. Watt, N. Bourgeois, L. Calvin, J. Carderelli, N. Cavanagh, S. J. D. Dann, R. Fitzgarrald, E. Gerstmayr, A. S. Joglekar, B. Kettle, P. Mckenna, C. D. Murphy, Z. Najmudin, P. Parsons, Q. Qian, P. P. Rajeev, C. P. Ridgers, D. R. Symes, A. G. R. Thomas, G. Sarri, S. P. D. Mangles. Laser wakefield accelerator modelling with variational neural networks[J]. High Power Laser Science and Engineering, 2023, 11(1): 010000e9

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Paper Information

Category: Research Articles

Received: Oct. 14, 2022

Accepted: Dec. 21, 2022

Posted: Dec. 22, 2022

Published Online: Mar. 1, 2023

The Author Email: M. J. V. Streeter (m.streeter@qub.ac.uk)

DOI:10.1017/hpl.2022.47

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology