18–24 Sept 2022
Hotel Hermitage, La Biodola Bay, Isola d'Elba, Italy
Europe/Rome timezone

Applications of machine learning to plasma-based acceleration

20 Sept 2022, 10:50
20m
Sala Maria Luisa - Hotel Hermitage

Sala Maria Luisa - Hotel Hermitage

Invited talk Special Topic

Speaker

Dr Remi Lehe (Lawrence Berkeley National Laboratory)

Description

This talk will review recent applications of machine learning techniques to plasma-based acceleration, both for simulation workflows and for real-time control of experiments. I will briefly describe the working principle of some of these techniques, and discuss how plasma-based accelerators could take advantage of them. I will also discuss some of the recent applications of machine learning to conventional accelerators, and how these advances could carry over to plasma-based accelerators.

Primary author

Dr Remi Lehe (Lawrence Berkeley National Laboratory)

Presentation materials