Sprecher
Hayg Guler
(IJCLAB)
Beschreibung
We present the ongoing experimental work on the ML for tuning of the RF gun and linac based on the associated diagnostics.
Our machine is based on Tango control system, currently operating at 10Hz, it was designed to control the machine (magnets, laser, RF, diags etc.), and perform dedicated physical measurements. This architecture allows us to easily integrate ML methods and tools to measure, predict and improve the transported electron beam quality.
We discuss the tuning of the machine with use of surrogate model based on numerical simulations completed with the experimental data.
Hauptautor
Hayg Guler
(IJCLAB)
Co-Autor
Dr.
Viacheslav Kubyskyi
(IJCLAB)
