22 November 2024
DESY
Europe/Berlin timezone

A Surrogate Model for Data-Driven Prediction of X-Ray Pulse Properties at the European XFEL

22 Nov 2024, 14:56
6m
Flash Seminar Room (DESY)

Flash Seminar Room

DESY

Flash Talk Flash Talks 3

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))

Presentation materials