Speaker
Fady Adibsamy Bishara
(Eur.XFEL (European XFEL))
Description
The talk focuses on an on-going effort that aims to predict the x-ray pulse properties from machine settings and available diagnostics via a surrogate model. While still at an early stage, preliminary results already provide useful insights into the correlation between electron bunches and x-ray spectral properties at MHz repetition rates. The goal of the program is not only to provide a surrogate model of the machine, but also to allow for its inversion; i.e. providing a systematic method to obtain machine setting ranges that produce the desired photon beam properties.
Primary author
Fady Adibsamy Bishara
(Eur.XFEL (European XFEL))