Multi-parameter Bayesian optimisation of laser-driven ion acceleration in particle-in-cell simulations

Multi-parameter Bayesian optimisation of laser-driven ion acceleration in particle-in-cell simulations

High power laser-driven ion acceleration produces bright beams of energetic ions that have the potential to be applied in a wide range of sectors. The routine generation of optimised and stable ion beam properties is a key challenge for the exploitation of these novel sources. We demonstrate the opt...

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Bibliographic Details
Main Authors: E J Dolier, M King, R Wilson, R J Gray, P McKenna
Format: Article
Language:English
Published: IOP Publishing 2022-01-01
Series:New Journal of Physics
Subjects:
laser-driven ion acceleration
Bayesian optimization
machine learning
Online Access:https://doi.org/10.1088/1367-2630/ac7db4

Internet

https://doi.org/10.1088/1367-2630/ac7db4

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