Accurate and confident prediction of electron beam longitudinal properties using spectral virtual diagnostics

A Hanuka, C Emma, T Maxwell, AS Fisher… - Scientific Reports, 2021 - nature.com
Longitudinal phase space (LPS) provides a critical information about electron beam
dynamics for various scientific applications. For example, it can give insight into the high …

Recovering the phase and amplitude of X-ray FEL pulses using neural networks and differentiable models

D Ratner, F Christie, JP Cryan, A Edelen, A Lutman… - Optics express, 2021 - opg.optica.org
Dynamics experiments are an important use-case for X-ray free-electron lasers (XFELs), but
time-domain measurements of the X-ray pulses themselves remain a challenge. Shot-by …

Pump-probe ghost imaging with SASE FELs

D Ratner, JP Cryan, TJ Lane, S Li, G Stupakov - Physical Review X, 2019 - APS
In this paper, we propose a new approach to measuring ultrafast dynamics with free-electron
lasers (FELs). Ultrafast experiments are among the most promising avenues of research at x …

Temporal power reconstruction for an x-ray free-electron laser using convolutional neural networks

X Ren, A Edelen, A Lutman, G Marcus, T Maxwell… - … Review Accelerators and …, 2020 - APS
The free-electron laser process extracts energy from a relativistic electron beam to create
high-power, coherent x-ray radiation. The energy loss leaves an imprint of the radiation on …

Virtual Pulse Reconstruction Diagnostic for Single-Shot Measurement of Free Electron Laser Radiation Power

T Korten, V Rybnikov, P Steinbach, N Mirian - arXiv preprint arXiv …, 2024 - arxiv.org
Accurate characterization of radiation pulse profiles is crucial for optimizing beam quality
and enhancing experimental outcomes in Free Electron Laser (FEL) research. In this paper …