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This chapter presents experimental results on the application of Bayesian optimization for the improvement of beam quality and stability at lux. The discussion primarily builds on findings published in the work “S. Jalas et al., Bayesian Optimization of a Laser-Plasma Accelerator, Physical Review Letters (2021)” [1]. Although this chapter mostly mirrors the contents of the publication, it also incorporates additional details to offer a more comprehensive discussion of the topic.

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Bayesian Optimization of a Laser-Plasma Accelerator

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  • 发表日期：

    2025年

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  • Sören Jalas

摘要

This chapter presents experimental results on the application of Bayesian optimization for the improvement of beam quality and stability at lux. The discussion primarily builds on findings published in the work “S. Jalas et al., Bayesian Optimization of a Laser-Plasma Accelerator, Physical Review Letters (2021)” [1]. Although this chapter mostly mirrors the contents of the publication, it also incorporates additional details to offer a more comprehensive discussion of the topic.