19–23 Aug 2024
POLIN
Europe/Warsaw timezone

ML-driven Automated Tuning of XFEL for Various Experiments and User-specific Requirements at SACLA

THAC03
22 Aug 2024, 09:35
20m
POLIN

POLIN

Mordechaja Anielewicza 6 00-157 Warszawa Poland
Board: THAC03
Contributed Oral Presentation Electron diagnostics, timing, synchronization & controls Electron diagnostics, timing, synchronization & controls

Speaker

Eito Iwai (RIKEN SPring-8 Center)

Description

To satisfy recent complex requirements from XFEL applications, an automated tuning tool has been developed and regularly used for daily XFEL operations at SACLA. In a ring-based synchrotron radiation facility, an electron beam with identical characteristics is provided to many user beamlines. In contrast, in a linear accelerator-based XFEL facility with multiple beamlines, the electron beams should be properly tailored by varying energies and longitudinal distributions to meet simultaneously different experimental requirements of each beamline. In addition, since the requirements change every few days alongside the users, efficient and prompt accelerator tuning is crucially important. To address this challenge, we have developed an automated tuning system based on Bayesian optimization, and it can optimize performance indicators, which encompasses not only a central wavelength and a pulse energy, but also a spectral shape and a transverse laser profile, and so largely facilitates the delivery of XFELs that mostly meet the stringent requirements set by experimental users. This presentation will report our recent efforts and results in daily XFEL tuning at SACLA utilizing the tool.

Author

Eito Iwai (RIKEN SPring-8 Center)

Co-authors

Mr Hirokazu Maesaka (RIKEN SPring-8 Center) Takahiro Inagaki (RIKEN SPring-8 Center) Toru Hara (RIKEN SPring-8 Center) Hitoshi Tanaka (RIKEN SPring-8 Center)

Presentation materials

There are no materials yet.