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Simulation and performance of an artificial retina for 40 MHz track reconstruction

We present the results of a detailed simulation of the artificial retina pattern-recognition algorithm, designed to reconstruct events with hundreds of charged-particle tracks in pixel and silicon detectors at LHCb with LHC crossing frequency of 40MHz. The detailed geometry and charged-particle acti...

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Detalles Bibliográficos
Autores principales: Abba, A., Bedeschi, F., Citterio, M., Caponio, F., Cusimano, A., Geraci, A., Marino, P., Morello, M.J., Neri, N., Punzi, G., Piucci, A., Ristori, L., Spinella, F., Stracka, S., Tonelli, D.
Lenguaje:eng
Publicado: 2014
Materias:
Acceso en línea:https://dx.doi.org/10.1088/1748-0221/10/03/C03008
http://cds.cern.ch/record/1753630
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author Abba, A.
Bedeschi, F.
Citterio, M.
Caponio, F.
Cusimano, A.
Geraci, A.
Marino, P.
Morello, M.J.
Neri, N.
Punzi, G.
Piucci, A.
Ristori, L.
Spinella, F.
Stracka, S.
Tonelli, D.
author_facet Abba, A.
Bedeschi, F.
Citterio, M.
Caponio, F.
Cusimano, A.
Geraci, A.
Marino, P.
Morello, M.J.
Neri, N.
Punzi, G.
Piucci, A.
Ristori, L.
Spinella, F.
Stracka, S.
Tonelli, D.
author_sort Abba, A.
collection CERN
description We present the results of a detailed simulation of the artificial retina pattern-recognition algorithm, designed to reconstruct events with hundreds of charged-particle tracks in pixel and silicon detectors at LHCb with LHC crossing frequency of 40MHz. The detailed geometry and charged-particle activity of a large tracking detector are simulated and used to assess the performance of the artificial retina algorithm. Excellent performances have been found for the retina pattern-recognition algorithm, comparable with the full LHCb reconstruction algorithm.
id cern-1753630
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2014
record_format invenio
spelling cern-17536302021-09-14T03:01:34Zdoi:10.1088/1748-0221/10/03/C03008http://cds.cern.ch/record/1753630engAbba, A.Bedeschi, F.Citterio, M.Caponio, F.Cusimano, A.Geraci, A.Marino, P.Morello, M.J.Neri, N.Punzi, G.Piucci, A.Ristori, L.Spinella, F.Stracka, S.Tonelli, D.Simulation and performance of an artificial retina for 40 MHz track reconstructionDetectors and Experimental TechniquesWe present the results of a detailed simulation of the artificial retina pattern-recognition algorithm, designed to reconstruct events with hundreds of charged-particle tracks in pixel and silicon detectors at LHCb with LHC crossing frequency of 40MHz. The detailed geometry and charged-particle activity of a large tracking detector are simulated and used to assess the performance of the artificial retina algorithm. Excellent performances have been found for the retina pattern-recognition algorithm, comparable with the full LHCb reconstruction algorithm.We present the results of a detailed simulation of the artificial retina pattern-recognition algorithm, designed to reconstruct events with hundreds of charged-particle tracks in pixel and silicon detectors at LHCb with LHC crossing frequency of 40 MHz. Performances of the artificial retina algorithm are assessed using the official Monte Carlo samples of the LHCb experiment. We found performances for the retina pattern-recognition algorithm comparable with the full LHCb reconstruction algorithm.We present the results of a detailed simulation of the artificial retina pattern-recognition algorithm, designed to reconstruct events with hundreds of charged-particle tracks in pixel and silicon detectors at LHCb with LHC crossing frequency of $40\,\rm MHz$. Performances of the artificial retina algorithm are assessed using the official Monte Carlo samples of the LHCb experiment. We found performances for the retina pattern-recognition algorithm comparable with the full LHCb reconstruction algorithm.arXiv:1409.0898oai:cds.cern.ch:17536302014-09-02
spellingShingle Detectors and Experimental Techniques
Abba, A.
Bedeschi, F.
Citterio, M.
Caponio, F.
Cusimano, A.
Geraci, A.
Marino, P.
Morello, M.J.
Neri, N.
Punzi, G.
Piucci, A.
Ristori, L.
Spinella, F.
Stracka, S.
Tonelli, D.
Simulation and performance of an artificial retina for 40 MHz track reconstruction
title Simulation and performance of an artificial retina for 40 MHz track reconstruction
title_full Simulation and performance of an artificial retina for 40 MHz track reconstruction
title_fullStr Simulation and performance of an artificial retina for 40 MHz track reconstruction
title_full_unstemmed Simulation and performance of an artificial retina for 40 MHz track reconstruction
title_short Simulation and performance of an artificial retina for 40 MHz track reconstruction
title_sort simulation and performance of an artificial retina for 40 mhz track reconstruction
topic Detectors and Experimental Techniques
url https://dx.doi.org/10.1088/1748-0221/10/03/C03008
http://cds.cern.ch/record/1753630
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