2nd International Hybrid Workshop on "Start-to-End Beamline Optimization for Synchrotron Radiation and Free-Electron Laser Facilities through Artificial Intelligence Approaches", 17-18 January 2024, DESY-Hamburg-Germany

Artificial Intelligence and X-Ray Absorption Spectroscopy

17 Jan 2024, 13:30

30m

Speaker

Wolfgang Caliebe (FS-PETRA-S (FS-PET-S Fachgruppe P64(AdvancedX-Ray)))

Description

X-ray absorption spectroscopy is an established technique in the application of synchrotron radiation with applications in many scientific fields. Some scientists are not really familiar with the applications of X-rays in science, others have rather complicated sample environments, which require their full attention. Everybody will profit from an automation of the instrument with control-mechanisms for best beam quality for the experiment, automated sample alignment and control, and preliminary data analysis. These automation procedures can benefit from AI-based algorithms.
I will also briefly present an example of data analysis, which is based on an artificial neural network.