Automation and control of laser wakefield accelerators using Bayesian optimization

Laser wakefield accelerators promise to revolutionize many areas of accelerator science. However, one of the greatest challenges to their widespread adoption is the difficulty in control and optimization of the accelerator outputs due to coupling between input parameters and the dynamic evolution of...

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Bibliographic Details
Main Authors:	Shalloo, RJ, Dann, SJD, Gruse, J-N, Underwood, CID, Antoine, AF, Arran, C, Backhouse, M, Baird, CD, Balcazar, MD, Bourgeois, N, Cardarelli, JA, Hatfield, P, Kang, J, Krushelnick, K, Mangles, SPD, Murphy, CD, Lu, N, Osterhoff, J, Põder, K, Rajeev, PP, Ridgers, CP, Rozario, S, Selwood, MP, Shahani, AJ, Symes, DR, Thomas, AGR, Thornton, C, Najmudin, Z, Streeter, MJV
Format:	Journal article
Language:	English
Published:	Nature Research 2020

Automation and control of laser wakefield accelerators using Bayesian optimization

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