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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| Auteurs principaux: | , , |
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| Format: | Artigo |
| Langue: | Inglês |
| Publié: |
IOP Publishing
2026-01-01
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| Collection: | Machine Learning: Science and Technology |
| Sujets: | |
| Accès en ligne: | https://doi.org/10.1088/2632-2153/ae5146 |
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