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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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Lenguaje: | eng |
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2017
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Acceso en línea: | http://cds.cern.ch/record/2297485 |
_version_ | 1780956850980651008 |
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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 |
record_format | invenio |
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 |