7–11 Sept 2025
Teaching Hub 502
Europe/London timezone

CERN Secondary Emission Monitor Response: Insights from Artificial Neural Networks

MOPMO05
8 Sept 2025, 16:00
2h
Teaching Hub 502

Teaching Hub 502

The University of Liverpool 160 Mount Pleasant L3 5TR Liverpool
Poster Presentation MC01: Beam Charge and Current Monitors MOP

Speaker

Dani Metin (European Organization for Nuclear Research)

Description

Secondary electron emission monitors are installed in CERN's North Area to assess the transmission of primary particles over time. In this study, we use artificial neural networks to investigate the relative influence of beam current transformer signals, historical dose, vacuum history, and beam loss monitor signals, on the secondary electron emission monitor's response. We detail the calibration methods used and investigate the long-term trends of the secondary emission monitor signal to beam current transformer ratio, observing changes over several years. The performance of the artificial neural network is evaluated and discussed. Our findings offer insights into the reliability and maintenance of secondary electron emission monitors, highlighting the relative importance of surrounding factors in absolute calibration and interpreting the monitor's signal as a beam diagnostic tool.

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Author

Dani Metin (European Organization for Nuclear Research)

Co-authors

Aurélie Goldblatt (European Organization for Nuclear Research) Federico Roncarolo (European Organization for Nuclear Research) Michel Duraffourg (European Organization for Nuclear Research) Qiyuan Xu (Cockcroft Institute, European Organization for Nuclear Research)

Presentation materials

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