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Numerical analysis of the plasma density profile of a laser wakefield accelerator using multi-objective Bayesian optimization

Laser wakefield acceleration (LWFA) provides a compact pathway to generate high-energy electron beams, but its performance depends on a large set of coupled, nonlinear parameters. Machine-learning approaches, particularly Bayesian optimization (BO), have become valuable for efficiently exploring thi...

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Autors principals: Semion Tchetovsky, Igor A Andriyash, Jérôme Faure
Format: Artigo
Idioma:Inglês
Publicat: IOP Publishing 2026-01-01
Col·lecció:Machine Learning: Science and Technology
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Accés en línia:https://doi.org/10.1088/2632-2153/ae5146
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