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RIS citation export for MOP2WA02: Automated Optimization of Machine Parameters at the European XFEL

TY - UNPB
AU - Tomin, S.I.
AU - Fröhlich, L.
AU - Scholz, M.
ED - Chin, Yong Ho
ED - Zhao, Zhentang
ED - Petit-Jean-Genaz, Christine
ED - Schaa, Volker RW
TI - Automated Optimization of Machine Parameters at the European XFEL
J2 - Proc. of FLS2018, Shanghai, China, 5-9 March 2018
C1 - Shanghai, China
T2 - ICFA Advanced Beam Dynamics Workshop
T3 - 60
LA - english
AB - In today's single-pass free-electron lasers, a lot of time and effort is spent on the manual optimization of machine parameters with the goal of improving the photon beam. Identifying and automating these tuning procedures holds the promise of faster set-up times and higher machine efficiency. This talk gives an overview of various optimization routines used for this purpose at the European XFEL. Our first attempts at exploiting machine learning algorithms are also included.
PB - JACoW Publishing
CP - Geneva, Switzerland
ER -