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URLhttps://doi.org/10.18429/JACoW-IPAC2024-MOPS17
TitleResonance compensation at the CERN PS booster aided by Bayesian optimization and BOBYQA
Authors
  • C. Gonzalez-Ortiz
    Michigan State University
  • F. Asvesta, T. Prebibaj
    European Organization for Nuclear Research
  • R. Ainsworth
    Fermi National Accelerator Laboratory
AbstractThe CERN Proton Synchrotron Booster (PSB) operation involves the crossing of multiple resonance lines in the tune diagram. Loss maps from dynamic tune scans are a helpful way to visualize and quantify the strength of such resonances. Sextupole and octupole correctors can be used in order to partially or fully compensate multiple resonance lines, i.e., third and fourth order lines. The following work explores the application of advanced optimization algorithms such as Bayesian Optimization and Bound Optimization By Quadratic Approximation (BOBYQA) in order to compensate these resonance lines with available correctors.
Paperdownload: MOPS17.pdf
CiteBibTeX, LaTeX, Text/Word, RIS, EndNote
Conference15th International Particle Accelerator Conference
Series
LocationNashville, TN
Date19-24 May 2024
PublisherJACoW Publishing, Geneva, Switzerland
Editorial BoardFulvia Pilat - Oak Ridge National Laboratory Wolfram Fischer - Brookhaven National Laboratory Robert Saethre - Oak Ridge National Laboratory Petr Anisimov - Los Alamos National Laboratory Ivan Andrian - Elettra-Sincrotrone Trieste S.C.p.A.
Online ISBN978-3-95450-247-9
Online ISSN2673-5490
Received15 May 2024
Revised21 May 2024
Accepted23 May 2024
Issued01 July 2024
DOI10.18429/JACoW-IPAC2024-MOPS17
Pages740-743