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001     1005512
005     20240529111717.0
037 _ _ |a FZJ-2023-01512
100 1 _ |a Robledo, Jose Ignacio
|0 P:(DE-Juel1)195622
|b 0
|u fzj
111 2 _ |a Eighth European Conference on Neutron Scattering
|g ECNS 2023
|c TUM Department of Mechanical Engineering and the new Science Congress Center Munich
|d 2023-03-19 - 2023-03-23
|w Germany
245 _ _ |a Virtual experiments at the KWS-1 instrument with VITESS to assist training of machine learning algorithms
260 _ _ |c 2023
336 7 _ |a Conference Paper
|0 33
|2 EndNote
336 7 _ |a INPROCEEDINGS
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336 7 _ |a conferenceObject
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336 7 _ |a CONFERENCE_POSTER
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336 7 _ |a Output Types/Conference Poster
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336 7 _ |a Poster
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|x Invited
520 _ _ |a 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.
536 _ _ |a 632 - Materials – Quantum, Complex and Functional Materials (POF4-632)
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536 _ _ |a 6G4 - Jülich Centre for Neutron Research (JCNS) (FZJ) (POF4-6G4)
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693 _ _ |a Forschungs-Neutronenquelle Heinz Maier-Leibnitz
|e KWS-1: Small angle scattering diffractometer
|f NL3b
|1 EXP:(DE-MLZ)FRMII-20140101
|0 EXP:(DE-MLZ)KWS1-20140101
|5 EXP:(DE-MLZ)KWS1-20140101
|6 EXP:(DE-MLZ)NL3b-20140101
|x 0
700 1 _ |a Frielinghaus, Henrich
|0 P:(DE-Juel1)130646
|b 1
|u fzj
700 1 _ |a Lieutenant, Klaus
|0 P:(DE-Juel1)178839
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909 C O |o oai:juser.fz-juelich.de:1005512
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910 1 _ |a Forschungszentrum Jülich
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910 1 _ |a Forschungszentrum Jülich
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913 1 _ |a DE-HGF
|b Forschungsbereich Materie
|l Von Materie zu Materialien und Leben
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913 1 _ |a DE-HGF
|b Forschungsbereich Materie
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|3 G:(DE-HGF)POF4
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|v Jülich Centre for Neutron Research (JCNS) (FZJ)
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914 1 _ |y 2023
920 1 _ |0 I:(DE-Juel1)JCNS-2-20110106
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980 _ _ |a poster
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980 _ _ |a I:(DE-Juel1)JCNS-FRM-II-20110218
980 _ _ |a UNRESTRICTED
981 _ _ |a I:(DE-Juel1)JCNS-2-20110106

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