DeepCore: Convolutional Neural Network for high~$p_T$ jet tracking

A Convolutional Neural Network-based algorithm, DeepCore, has been developed to improve the tracking performance in the jet cores regions. The DeepCore algorithm performs the seeding for the Combinatorial Kalman Filter of the CMS reconstruction in high energy jet cores using the informations of the...

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Detalles Bibliográficos
Autor principal: CMS Collaboration
Lenguaje:eng
Publicado: 2019
Materias:
Detectors and Experimental Techniques
Acceso en línea:http://cds.cern.ch/record/2669826
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author CMS Collaboration
author_facet CMS Collaboration
author_sort CMS Collaboration
collection CERN
description A Convolutional Neural Network-based algorithm, DeepCore, has been developed to improve the tracking performance in the jet cores regions. The DeepCore algorithm performs the seeding for the Combinatorial Kalman Filter of the CMS reconstruction in high energy jet cores using the informations of the four pixel detector layers. The preliminary performance of the DeepCore algorithm are presented integrated in the CMS reconstruction.
id cern-2669826
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2019
record_format invenio
spelling cern-26698262019-09-30T06:29:59Zhttp://cds.cern.ch/record/2669826engCMS CollaborationDeepCore: Convolutional Neural Network for high~$p_T$ jet trackingDetectors and Experimental TechniquesA Convolutional Neural Network-based algorithm, DeepCore, has been developed to improve the tracking performance in the jet cores regions. The DeepCore algorithm performs the seeding for the Combinatorial Kalman Filter of the CMS reconstruction in high energy jet cores using the informations of the four pixel detector layers. The preliminary performance of the DeepCore algorithm are presented integrated in the CMS reconstruction.CMS-DP-2019-007CERN-CMS-DP-2019-007oai:cds.cern.ch:26698262019-03-31
spellingShingle Detectors and Experimental Techniques
CMS Collaboration
DeepCore: Convolutional Neural Network for high~$p_T$ jet tracking
title DeepCore: Convolutional Neural Network for high~$p_T$ jet tracking
title_full DeepCore: Convolutional Neural Network for high~$p_T$ jet tracking
title_fullStr DeepCore: Convolutional Neural Network for high~$p_T$ jet tracking
title_full_unstemmed DeepCore: Convolutional Neural Network for high~$p_T$ jet tracking
title_short DeepCore: Convolutional Neural Network for high~$p_T$ jet tracking
title_sort deepcore: convolutional neural network for high~$p_t$ jet tracking
topic Detectors and Experimental Techniques
url http://cds.cern.ch/record/2669826
work_keys_str_mv AT cmscollaboration deepcoreconvolutionalneuralnetworkforhighptjettracking

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