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This chapter will aim to put the concepts outlined in the previous chapters into a combined context. By applying it to particle-in-cell simulations, Bayesian optimization will be used as a tool to unravel the complex interplay of laser and plasma parameters and find optimal configurations for a laser-plasma accelerator setup, like the one employed at lux.

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Bayesian Optimization of Plasma Accelerator Simulations

  • 章节

  • 发表日期：

    2025年

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  • Sören Jalas

摘要

This chapter will aim to put the concepts outlined in the previous chapters into a combined context. By applying it to particle-in-cell simulations, Bayesian optimization will be used as a tool to unravel the complex interplay of laser and plasma parameters and find optimal configurations for a laser-plasma accelerator setup, like the one employed at lux.