Title |
Secondary Emission Monitor Simulation, Measurements and Machine Learning Application Studies for CERN Fixed Target Beamlines |
Authors |
- L. Parsons França, M. Duraffourg, F. Roncarolo, F.M. Velotti
CERN, Meyrin, Switzerland
- E. Kukstas, C.P. Welsch, H.D. Zhang
The University of Liverpool, Liverpool, United Kingdom
- C.P. Welsch, H.D. Zhang
Cockcroft Institute, Warrington, Cheshire, United Kingdom
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Abstract |
The CERN fixed target experimental areas have recently acquired new importance thanks to newly proposed experiments, such as those linked to Physics Beyond Colliders (PBC) activities. Secondary Emission Monitors (SEMs) are the instruments currently used for measuring beam current, position and size in these areas. Guaranteeing their reliability, resistance to radiation and measurement precision is challenging. This paper presents the studies being conducted to understand ageing effects on SEM devices, to calibrate and optimise the SEM design for future use in these beamlines. These include feasibility studies for the application of machine learning techniques, with the objective of expanding the range of tools available for data analysis.
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Funding |
This work was supported by CERN and the STFC Liverpool Centre for Doctoral Training on Data Intensive Science (LIV. DAT) under grant agreement ST/P006752/1. |
Paper |
download WEP32.PDF [0.528 MB / 5 pages] |
Poster |
download WEP32_POSTER.PDF [1.173 MB] |
Cite |
download ※ BibTeX
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※ EndNote |
Conference |
IBIC2022 |
Series |
International Beam Instrumentation Conference (11th) |
Location |
Kraków, Poland |
Date |
11-15 September 2022 |
Publisher |
JACoW Publishing, Geneva, Switzerland |
Editorial Board |
Peter Forck (GSI, Darmstadt, Germany); Adriana Wawrzyniak (SOLARIS, Kraków, Poland); Volker R.W. Schaa (GSI, Darmstadt, Germany); Grzegorz W. Kowalski (SOLARIS, Kraków, Poland); Agnieszka (SOLARIS Cudek (SOLARIS, Kraków, Poland) |
Online ISBN |
978-3-95450-241-7 |
Online ISSN |
2673-5350 |
Received |
07 September 2022 |
Revised |
10 September 2022 |
Accepted |
13 September 2022 |
Issue Date |
02 October 2022 |
DOI |
doi:10.18429/JACoW-IBIC2022-WEP32 |
Pages |
476-480 |
Copyright |
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