Enhancements of beam diagnostics and simulation environments toward ML-based XFEL improvements at SACLA

Not scheduled
20m
80/1-001 - Globe of Science and Innovation - 1st Floor (CERN)

80/1-001 - Globe of Science and Innovation - 1st Floor

CERN

Esplanade des Particules 1, 1211 Meyrin, Switzerland
60
Show room on map
Poster MLOps, Infrastructure and Scalability Poster session

Speaker

Dr Hirokazu Maesaka (RIKEN SPring-8 Center)

Description

An ML-based optimizer has been working on maximizing XFEL performance at SACLA [1]. The spectral brightness of XFEL was successfully optimized by using a new high-resolution inline spectrometer [2]. To improve the XFEL performance further, we plan to enhance beam diagnostics and simulation environments for the ML-based optimizer. As for beam diagnostics, we are developing an X-band RF deflecting structure to measure the longitudinal phase-space profile of an electron beam after the undulator beamline. The temporal resolution is expected to be better than 1 fs. We will be able to observe the lasing part of the electron beam and the precise longitudinal phase-space information will contribute to improving the XFEL performance by using an ML-based optimizer. The simulations of an electron beam and XFEL are also important for the temporal phase-space analysis after lasing. Therefore, we are developing an ecosystem for a smooth connection between the simulation tools, such as the XFEL simulation code SIMPLEX [3]. In this presentation, we will show the development status and plans for these enhancements.

Author

Dr Hirokazu Maesaka (RIKEN SPring-8 Center)

Co-authors

Dr Chikara Kondo (Japan Synchrotron Radiation Research Institute) Dr Eito Iwai (Japan Synchrotron Radiation Research Institute) Dr Hitoshi Tanaka (RIKEN SPring-8 Center) Dr Kenji Yasutome (RIKEN SPring-8 Center) Dr Shinichi Matsubara (Japan Synchrotron Radiation Research Institute) Dr Takahiro Inagaki (RIKEN SPring-8 Center) Dr Takashi Ohshima (Japan Synchrotron Radiation Research Institute) Dr Takashi Tanaka (RIKEN SPring-8 Center) Dr Takato Tomai (Japan Synchrotron Radiation Research Institute) Dr Toru Hara (RIKEN SPring-8 Center)

Presentation materials