Back to Search Start Over

Track reconstruction at LHC as a collaborative data challenge use case with RAMP

Authors :
Nils Braun
Yetkin Yilmaz
Paolo Calafiura
Isabelle Guyon
David Rousseau
J. Gemmler
Steven Farrell
Mikhail Hushchyn
Vincenzo Innocente
Heather Gray
Sabrina Amrouche
Andreas Salzburger
Balázs Kégl
C. Wessel
Jean-Roch Vlimant
Sara Neuhaus
Andrei Ustyuzhanin
Cécile Germain
Vladimir Gligorov
Tobias Golling
Laboratoire de l'Accélérateur Linéaire (LAL)
Centre National de la Recherche Scientifique (CNRS)-Institut National de Physique Nucléaire et de Physique des Particules du CNRS (IN2P3)-Université Paris-Sud - Paris 11 (UP11)
Laboratoire de Recherche en Informatique (LRI)
CentraleSupélec-Université Paris-Sud - Paris 11 (UP11)-Centre National de la Recherche Scientifique (CNRS)
Laboratoire de Physique Nucléaire et de Hautes Énergies (LPNHE (UMR_7585))
Institut National de Physique Nucléaire et de Physique des Particules du CNRS (IN2P3)-Université Paris Diderot - Paris 7 (UPD7)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)
Université Paris-Saclay
Université Paris-Sud - Paris 11 (UP11)-Institut National de Physique Nucléaire et de Physique des Particules du CNRS (IN2P3)-Centre National de la Recherche Scientifique (CNRS)
Université Paris-Sud - Paris 11 (UP11)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)
Source :
The European physical journal / Web of Conferences, 150, Art. Nr. 00015, EPJ Web of Conferences, EPJ Web Conf., Connecting The Dots / Intelligent Tracker, Connecting The Dots / Intelligent Tracker, Mar 2017, Orsay, France. pp.00015, ⟨10.1051/epjconf/201715000015⟩, EPJ Web of Conferences, Vol 150, p 00015 (2017)
Publication Year :
2017
Publisher :
Karlsruhe, 2017.

Abstract

International audience; Charged particle track reconstruction is a major component of data-processing in high-energy physics experiments such as those at the Large Hadron Collider (LHC), and is foreseen to become more and more challenging with higher collision rates. A simplified two-dimensional version of the track reconstruction problem is set up on a collaborative platform, RAMP, in order for the developers to prototype and test new ideas. A small-scale competition was held during the Connecting The Dots / Intelligent Trackers 2017 (CTDWIT 2017) workshop. Despite the short time scale, a number of different approaches have been developed and compared along a single score metric, which was kept generic enough to accommodate a summarized performance in terms of both efficiency and fake rates.

Details

Language :
English
ISSN :
2100014X
Database :
OpenAIRE
Journal :
The European physical journal / Web of Conferences, 150, Art. Nr. 00015, EPJ Web of Conferences, EPJ Web Conf., Connecting The Dots / Intelligent Tracker, Connecting The Dots / Intelligent Tracker, Mar 2017, Orsay, France. pp.00015, ⟨10.1051/epjconf/201715000015⟩, EPJ Web of Conferences, Vol 150, p 00015 (2017)
Accession number :
edsair.doi.dedup.....4faae6a6de637733ccbaa42ff842753c
Full Text :
https://doi.org/10.5445/ir/1000073779