% IMPORTANT: The following is UTF-8 encoded. This means that in the presence
% of non-ASCII characters, it will not work with BibTeX 0.99 or older.
% Instead, you should use an up-to-date BibTeX implementation like “bibtex8” or
% “biber”.
@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},
}