Optimization and control of synchrotron emission in ultraintense laser–solid interactions using machine learning

The optimum parameters for the generation of synchrotron radiation in ultraintense laser pulse interactions with planar foils are investigated with the application of Bayesian optimization, via Gaussian process regression, to 2D particle-in-cell simulations. Individual properties of the synchrotron...

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Bibliographic Details
Main Authors: J. Goodman, M. King, E. J. Dolier, R. Wilson, R. J. Gray, P. McKenna
Format: Article
Language:English
Published: Cambridge University Press 2023-01-01
Series:High Power Laser Science and Engineering
Subjects:
Online Access:https://www.cambridge.org/core/product/identifier/S2095471923000117/type/journal_article