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First Steps Toward an Autonomous Accelerator, a Common Project Between DESY and KIT

Eichler, Annika; Burkart, Florian; Kaiser, Jan; Kuropka, Willi; Stein, Oliver; Xu, Chenran ORCID iD icon; Bründermann, Erik ORCID iD icon; Santamaria Garcia, Andrea ORCID iD icon


Reinforcement Learning algorithms have risen in popularity in recent years in the accelerator physics community, showing potential in beam control and in the optimization and automation of tasks in accelerator operation. The Helmholtz AI project "Machine Learning toward Autonomous Accelerators" is a collaboration between DESY and KIT that works on investigating and developing RL applications for the automatic start-up of electron linear accelerators. The work is carried out in parallel at two similar research accelerators: ARES at DESY and FLUTE at KIT, giving the unique opportunity of transfer learning between facilities. One of the first steps of this project is the establishment of a common interface between the simulations and the machine, in order to test and apply various optimization approaches interchangeably between the two accelerators. In this paper we present the first results on the common interface and its application to beam focusing in ARES, and the idea of laser shaping with spatial light modulators at FLUTE.

Verlagsausgabe §
DOI: 10.5445/IR/1000141966
Veröffentlicht am 17.02.2022
DOI: 10.18429/JACoW-IPAC2021-TUPAB298
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Beschleunigerphysik und Technologie (IBPT)
Laboratorium für Applikationen der Synchrotronstrahlung (LAS)
Publikationstyp Proceedingsbeitrag
Publikationsmonat/-jahr 05.2021
Sprache Englisch
Identifikator KITopen-ID: 1000141966
HGF-Programm 54.11.11 (POF IV, LK 01) Accelerator Operation, Research and Development
Erschienen in 12th International Particle Accelerator Conference : virtual edition, May 24th-28th, 2021, Brazil : proceedings volume / IPAC2021. Ed.: R. Picoreti
Veranstaltung 12th International Particle Accelerator Conference (IPAC 2021), Online, 24.05.2021 – 28.05.2021
Verlag JACoW Publishing
Seiten 2182-2185
Externe Relationen Folien/Poster
KIT – Die Forschungsuniversität in der Helmholtz-Gemeinschaft
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