Longitudinal photon and virtual diagnostics workshops

Session

Virtual Diagnostics 2

8 Nov 2024, 12:00

Aula Salvini (LNF)

9. Virtual Photon Diagnostics at SwissFEL for Real-Time Spectral Analysis Using Convolutional Neural Networks

Christopher Arrell

08/11/2024, 12:00

Oral presentation (preferred)

The analysis of SASE X-ray FEL spectra plays a critical role in supporting user experiments and advancing machine development. The number and width of SASE spikes in a spectrum serve as key indicators of FEL pulse duration and electron beam energy chirp. In this study, we present a method for real-time spectral analysis using convolutional neural networks (CNNs). A significant aspect of this...