22 November 2024
DESY
Europe/Berlin timezone

Optimising operation of European XFEL with artificial intelligence

22 Nov 2024, 14:50
6m
Flash Seminar Room (DESY)

Flash Seminar Room

DESY

Flash Talk Flash Talks 3

Speaker

David Doblas Jimenez (Eur.XFEL (European XFEL))

Description

The European XFEL is a complex machine building on hundreds of subsystems, which might require frequent calibration. The automation of the latter frees operators’ time and potentially increases the exploitation of allotted beamtime.
Three use-cases are shown in this presentation. A first use-case takes advantage of Bayesian Optimization to spatially align an optical laser to a camera. A second presented example shows the usage of the Mutual Information and Bayesian Optimization to optimize a coordinate transformation for data analysis. Finally, a third example uses Computer Vision to detect conditions that could damage imagers and take action if necessary.

Primary authors

David Doblas Jimenez (Eur.XFEL (European XFEL)) Danilo Enoque Ferreira de Lima (Eur.XFEL (European XFEL)) Sarlota Birnsteinova (Eur.XFEL (European XFEL)) Florian Sohn (Eur.XFEL (European XFEL)) Egor Sobolev (Eur.XFEL (European XFEL)) Oleksii Turkot (Eur.XFEL (European XFEL)) Thomas Michelat (Eur.XFEL (European XFEL)) Luca Gelisio (European XFEL)

Presentation materials