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Impact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLAS

During Run 1 of the LHC, the optimal reconstruction algorithm for large-$R$ jets in ATLAS, characterized in terms of the ability to discriminate signal from background and robust reconstruction in the presence of pileup, was found to be anti-$k_{t}$ jets with a radius parameter of 1.0, formed from l...

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Autor principal: The ATLAS collaboration
Lenguaje:eng
Publicado: 2017
Materias:
Acceso en línea:http://cds.cern.ch/record/2297485
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author The ATLAS collaboration
author_facet The ATLAS collaboration
author_sort The ATLAS collaboration
collection CERN
description During Run 1 of the LHC, the optimal reconstruction algorithm for large-$R$ jets in ATLAS, characterized in terms of the ability to discriminate signal from background and robust reconstruction in the presence of pileup, was found to be anti-$k_{t}$ jets with a radius parameter of 1.0, formed from locally calibrated topological calorimeter cell clusters and groomed with the trimming algorithm to remove contributions from pileup and underlying event. Since that time, much theoretical, phenomenological, and experimental work has been performed to improve both the reconstruction of the jet inputs as well as the grooming techniques applied to reconstructed jets. In this work, an inclusive survey of both pileup mitigation algorithms applied to calorimeter cell clusters and grooming algorithms is done to study their pileup stability and ability to identify hadronically decaying W bosons within the ATLAS experiment. It is found that compared to the conventional reconstruction algorithm of large-$R$ trimmed jets formed from calorimeter cell clusters, these methods can improve both the pileup stability and mass-based background rejection.
id cern-2297485
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2017
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spelling cern-22974852021-04-18T19:40:58Zhttp://cds.cern.ch/record/2297485engThe ATLAS collaborationImpact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLASParticle Physics - ExperimentDuring Run 1 of the LHC, the optimal reconstruction algorithm for large-$R$ jets in ATLAS, characterized in terms of the ability to discriminate signal from background and robust reconstruction in the presence of pileup, was found to be anti-$k_{t}$ jets with a radius parameter of 1.0, formed from locally calibrated topological calorimeter cell clusters and groomed with the trimming algorithm to remove contributions from pileup and underlying event. Since that time, much theoretical, phenomenological, and experimental work has been performed to improve both the reconstruction of the jet inputs as well as the grooming techniques applied to reconstructed jets. In this work, an inclusive survey of both pileup mitigation algorithms applied to calorimeter cell clusters and grooming algorithms is done to study their pileup stability and ability to identify hadronically decaying W bosons within the ATLAS experiment. It is found that compared to the conventional reconstruction algorithm of large-$R$ trimmed jets formed from calorimeter cell clusters, these methods can improve both the pileup stability and mass-based background rejection.ATL-PHYS-PUB-2017-020oai:cds.cern.ch:22974852017-12-15
spellingShingle Particle Physics - Experiment
The ATLAS collaboration
Impact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLAS
title Impact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLAS
title_full Impact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLAS
title_fullStr Impact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLAS
title_full_unstemmed Impact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLAS
title_short Impact of Alternative Inputs and Grooming Methods on Large-R Jet Reconstruction in ATLAS
title_sort impact of alternative inputs and grooming methods on large-r jet reconstruction in atlas
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2297485
work_keys_str_mv AT theatlascollaboration impactofalternativeinputsandgroomingmethodsonlargerjetreconstructioninatlas