MT ARD ST3 Meeting 2021 in Hamburg

Studies on Using Reinforcement Learning Methods for Controlling the Transverse Beam Parameters at the ARES Accelerator

30 Sept 2021, 11:35

5m

online

Speed talk Session Beam Controls

Speaker

Oliver Stein (MSK (Strahlkontrollen))

Description

Within the scope of the Helmholtz AI Autonomous Accelerator Project machine learning methods for automating the accelerator operation are investigated. The recurrent task of manipulating the transverse beam parameters in the ARES experimental area poses as a test bed for studying reinforcement learning applications helping to automate complex tasks during accelerator operation. In this talk the current status and preliminary results of these studies will be presented.

Presentation materials

MT ARD ST3 Meeting 2021 Studies on Using Reinforcement Learning Methods for Controlling the Transverse Beam .pdf