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@ARTICLE{Awal:1006970,
      author       = {Awal, A. and Hetzel, J. and Gebel, R. and Kamerdzhiev, V.
                      and Pretz, Jörg},
      title        = {{O}ptimization of the injection beam line at the {C}ooler
                      {S}ynchrotron {COSY} using {B}ayesian {O}ptimization},
      journal      = {Journal of Instrumentation},
      volume       = {18},
      number       = {04},
      issn         = {1748-0221},
      address      = {London},
      publisher    = {Inst. of Physics},
      reportid     = {FZJ-2023-01921},
      pages        = {P04010 -},
      year         = {2023},
      abstract     = {The complex non-linear processes in multi-dimensional
                      parameter spaces, that are typical for an accelerator, are a
                      natural application for machine learning algorithms. This
                      paper reports on the use of Bayesian optimization for the
                      optimization of the Injection Beam Line (IBL) of the Cooler
                      Synchrotron storage ring COSY at the Forschungszentrum
                      Jülich, Germany. Bayesian optimization is a machine
                      learning method that optimizes a continuous objective
                      function using limited observations. The IBL is composed of
                      15 quadrupoles and 28 steerers. The goal is to increase the
                      beam intensity inside the storage ring. The results showed
                      the effectiveness of the Bayesian optimization in achieving
                      better/faster results compared to manual optimization.},
      cin          = {IKP-2 / IKP-4},
      ddc          = {610},
      cid          = {I:(DE-Juel1)IKP-2-20111104 / I:(DE-Juel1)IKP-4-20111104},
      pnm          = {612 - Cosmic Matter in the Laboratory (POF4-612)},
      pid          = {G:(DE-HGF)POF4-612},
      typ          = {PUB:(DE-HGF)16},
      UT           = {WOS:000986916100003},
      doi          = {10.1088/1748-0221/18/04/P04010},
      url          = {https://juser.fz-juelich.de/record/1006970},
}