7–12 May 2023
Venice, Italy
Europe/Zurich timezone

Model-independent determination of solenoid offsets in the Sealab Injector

WEPL038
10 May 2023, 16:30
2h
Sala Laguna

Sala Laguna

Poster Presentation MC5.D13: Machine Learning Wednesday Poster Session

Speaker

Bettina Kuske (Helmholtz-Zentrum Berlin für Materialien und Energie)

Description

Sealab (SRF Electron Accelerator LABoratory) is composed of an SRF photo gun and an SRF booster, followed by a diagnostic line and a recirculation path for ERL applications. It is the follow-up project of bERLinPro, which ran from 2010-2020 at HZB. In an SRF injector, a single solenoid is sufficient to optimally focus the beam for small emittance. The alignment of the solenoid is crucial, as it is the dominant source of trajectory distortions in the facility. Polynomial Chaos Expansion (PCE) is a technique developed for risk management and uncertainty quantification. It is well suited for application in accelerators, although not well known. In this paper, PCE is used to set up a surrogate model from calculated or measured data to determine the misalignment of the solenoid in Sealab.

Footnotes

Topic submitted to PRAB

Funding Agency

Work supported by German Bundesministerium für Bildung und Forschung, Land Berlin, and grants of Helmholtz Association.

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Primary author

Bettina Kuske (Helmholtz-Zentrum Berlin für Materialien und Energie)

Presentation materials

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