Author: Franchetti, G.
Paper Title Page
WEPTS014 Coherent vs Incoherent Effects and Debye Length 3116
 
  • G. Franchetti
    GSI, Darmstadt, Germany
 
  In this proceeding it is discussed the effect of coherent vs. incoherent effect and discussing the validity of frozen models of space charge according to the Debye length and beam radius. This in view of discussing the relation of IBS and space charge  
DOI • reference for this paper ※ https://doi.org/10.18429/JACoW-IPAC2019-WEPTS014  
About • paper received ※ 15 April 2019       paper accepted ※ 28 May 2019       issue date ※ 21 June 2019  
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THPRB077 Optics Corrections Using Machine Learning in the LHC 3990
 
  • E. Fol, J.M. Coello de Portugal, R. Tomás
    CERN, Geneva, Switzerland
  • G. Franchetti
    GSI, Darmstadt, Germany
 
  Optics corrections in the LHC are based on a response matrix approach between available correctors and observables. Supervised learning has been applied to quadrupole error prediction at the LHC giving promising results in simulations and surpassing the performance of the traditional approach. A comparison of different algorithms is given and it is followed by the presentation of further possible concepts to obtain optics corrections using machine learning.  
DOI • reference for this paper ※ https://doi.org/10.18429/JACoW-IPAC2019-THPRB077  
About • paper received ※ 14 May 2019       paper accepted ※ 21 May 2019       issue date ※ 21 June 2019  
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