7–12 May 2023
Venice, Italy
Europe/Zurich timezone

Intelligent online optimization in X-ray free-electron lasers

MOOD2
8 May 2023, 15:50
20m
Sala Darsena

Sala Darsena

Contributed Oral Presentation MC6.A27: Machine Learning and Digital Twin Modelling MC06.1 - Beam Instrumentation, Controls, Feedback & Operational Aspects (Contributed)

Speaker

Zihan Zhu (Shanghai Institute of Applied Physics)

Description

In the commissioning and operational stage of X-ray free-electron lasers (XFELs), it is a challenging problem to efficiently tune the large-scale scientific machines which consist of hundreds and thousands of components. Here we tried to introduce several tuning algorithms to achieve automatic tuning in XFELs and compared the performance. This also paves the way for further development of intelligent online optimization schemes.

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Primary author

Zihan Zhu (Shanghai Institute of Applied Physics)

Co-authors

Chao Feng (Shanghai Advanced Research Institute) Meng Cai (Shanghai Institute of Applied Physics) Nanshun Huang (Shanghai Institute of Applied Physics)

Presentation materials

There are no materials yet.