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@INPROCEEDINGS{Robledo:1005512,
      author       = {Robledo, Jose Ignacio and Frielinghaus, Henrich and
                      Lieutenant, Klaus},
      title        = {{V}irtual experiments at the {KWS}-1 instrument with
                      {VITESS} to assist training of machine learning algorithms},
      reportid     = {FZJ-2023-01512},
      year         = {2023},
      abstract     = {VITESS [1] is a Monte Carlo based simulation package for
                      neutron ray-tracing now hosted by the Forschungszentrum
                      Jülich. We show the VITESS simulation results of the KWS-I
                      Small Angle Neutron Scattering (SANS) instrument at the
                      FRM-II research reactor and compare them with experimental
                      measurements. With the instrument correctly simulated, it is
                      possible to generate a synthetic database of enough size for
                      machine learning algorithm training tasks, which would be
                      difficult otherwise to obtain due to long measurement times
                      in Small Angle Neutron Scattering experiments. In this work
                      we show the potential of this approach and discuss its
                      advantages and disadvantages.[1] C. Zendler, K. Lieutenant,
                      D. Nekrassov, M. Fromme, Vitess 3 – Virtual
                      Instrumentation Tool for the European Spallation, J. Phys.
                      Conf. Ser. 528 (2014) 012036.},
      month         = {Mar},
      date          = {2023-03-19},
      organization  = {Eighth European Conference on Neutron
                       Scattering, TUM Department of
                       Mechanical Engineering and the new
                       Science Congress Center Munich
                       (Germany), 19 Mar 2023 - 23 Mar 2023},
      subtyp        = {Invited},
      cin          = {JCNS-2 / PGI-4 / JARA-FIT / JCNS-FRM-II},
      cid          = {I:(DE-Juel1)JCNS-2-20110106 / I:(DE-Juel1)PGI-4-20110106 /
                      $I:(DE-82)080009_20140620$ /
                      I:(DE-Juel1)JCNS-FRM-II-20110218},
      pnm          = {632 - Materials – Quantum, Complex and Functional
                      Materials (POF4-632) / 6G4 - Jülich Centre for Neutron
                      Research (JCNS) (FZJ) (POF4-6G4)},
      pid          = {G:(DE-HGF)POF4-632 / G:(DE-HGF)POF4-6G4},
      experiment   = {EXP:(DE-MLZ)KWS1-20140101},
      typ          = {PUB:(DE-HGF)24},
      url          = {https://juser.fz-juelich.de/record/1005512},
}