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@INPROCEEDINGS{Ding:890238,
author = {Ding, X. F. and Vishneva, A. and Penek, Ömer and Marcocci,
S. and {Borexino Collaboration}},
title = {{S}peeding up complex multivariate data analysis in
{B}orexino with parallel computing based on {G}raphics
{P}rocessing {U}nit},
journal = {Journal of physics / Conference Series},
volume = {1342},
number = {1},
issn = {1742-6588},
address = {Bristol},
publisher = {IOP Publ.87703},
reportid = {FZJ-2021-00825},
pages = {012115},
year = {2020},
note = {5 pages, 2 figures, proceeding for TAUP 2017 XV
International Conference on Topics in Astroparticle and
Underground Physics},
abstract = {A spectral fitter based on the graphics processor unit
(GPU) has been developed for Borexino solar neutrino
analysis. It is able to shorten the fitting time to a
superior level compared to the CPU fitting procedure. In
Borexino solar neutrino spectral analysis, fitting usually
requires around one hour to converge since it includes
time-consuming convolutions in order to account for the
detector response and pile-up effects. Moreover, the
convergence time increases to more than two days when
including extra computations for the discrimination of 11C
and external γs. In sharp contrast, with the GPU-based
fitter it takes less than 10 seconds and less than four
minutes, respectively. This fitter is developed utilizing
the GooFit project with customized likelihoods, pdfs and
infrastructures supporting certain analysis methods. In this
proceeding the design of the package, developed features and
the comparison with the original CPU fitter are presented.},
month = {Jul},
date = {2017-07-24},
organization = {15th International Conference on
Topics in Astroparticle and Underground
Physics, Sudbury (Canada), 24 Jul 2017
- 28 Jul 2017},
keywords = {neutrino: solar (INSPIRE) / Borexino (INSPIRE) / spectral
(INSPIRE) / graphics (INSPIRE) / pile-up (INSPIRE)},
cin = {IKP-2},
ddc = {530},
cid = {I:(DE-Juel1)IKP-2-20111104},
pnm = {612 - Cosmic Matter in the Laboratory (POF3-612)},
pid = {G:(DE-HGF)POF3-612},
typ = {PUB:(DE-HGF)16 / PUB:(DE-HGF)8},
eprint = {1805.11125},
howpublished = {arXiv:1805.11125},
archivePrefix = {arXiv},
SLACcitation = {$\%\%CITATION$ = $arXiv:1805.11125;\%\%$},
UT = {WOS:001432953400115},
doi = {10.1088/1742-6596/1342/1/012115},
url = {https://juser.fz-juelich.de/record/890238},
}