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On the use of charged-track information to subtract neutral pileup

The use of charged pileup tracks in a jet to predict the neutral pileup component in that same jet could potentially lead to improved pileup removal techniques, provided there is a strong local correlation between charged and neutral pileup. In Monte Carlo simulation we find that the correlation is...

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Detalles Bibliográficos
Autores principales: Cacciari, Matteo, Salam, Gavin P., Soyez, Gregory
Lenguaje:eng
Publicado: 2014
Materias:
Acceso en línea:https://dx.doi.org/10.1103/PhysRevD.92.014003
http://cds.cern.ch/record/1698963
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author Cacciari, Matteo
Salam, Gavin P.
Soyez, Gregory
author_facet Cacciari, Matteo
Salam, Gavin P.
Soyez, Gregory
author_sort Cacciari, Matteo
collection CERN
description The use of charged pileup tracks in a jet to predict the neutral pileup component in that same jet could potentially lead to improved pileup removal techniques, provided there is a strong local correlation between charged and neutral pileup. In Monte Carlo simulation we find that the correlation is however moderate, a feature that we attribute to characteristics of the underlying non-perturbative dynamics. Consequently, `neutral-proportional-to-charge' (NpC) pileup mitigation approaches do not outperform existing, area-based, pileup removal methods. This finding contrasts with the arguments made in favour of a new method, "jet cleansing", in part based on the NpC approach. We identify the critical differences between the performances of linear cleansing and trimmed NpC as being due to the former's rejection of subjets that have no charged tracks from the leading vertex, a procedure that we name "zeroing". Zeroing, an extreme version of the "charged-track trimming" proposed by ATLAS, can be combined with a range of pileup-mitigation methods, and appears to have both benefits and drawbacks. We show how the latter can be straightforwardly alleviated. We also discuss the limited potential for improvement that can be obtained by linear combinations of the NpC and area-subtraction methods.
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institution Organización Europea para la Investigación Nuclear
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spelling cern-16989632023-06-29T03:38:25Zdoi:10.1103/PhysRevD.92.014003http://cds.cern.ch/record/1698963engCacciari, MatteoSalam, Gavin P.Soyez, GregoryOn the use of charged-track information to subtract neutral pileupParticle Physics - PhenomenologyThe use of charged pileup tracks in a jet to predict the neutral pileup component in that same jet could potentially lead to improved pileup removal techniques, provided there is a strong local correlation between charged and neutral pileup. In Monte Carlo simulation we find that the correlation is however moderate, a feature that we attribute to characteristics of the underlying non-perturbative dynamics. Consequently, `neutral-proportional-to-charge' (NpC) pileup mitigation approaches do not outperform existing, area-based, pileup removal methods. This finding contrasts with the arguments made in favour of a new method, "jet cleansing", in part based on the NpC approach. We identify the critical differences between the performances of linear cleansing and trimmed NpC as being due to the former's rejection of subjets that have no charged tracks from the leading vertex, a procedure that we name "zeroing". Zeroing, an extreme version of the "charged-track trimming" proposed by ATLAS, can be combined with a range of pileup-mitigation methods, and appears to have both benefits and drawbacks. We show how the latter can be straightforwardly alleviated. We also discuss the limited potential for improvement that can be obtained by linear combinations of the NpC and area-subtraction methods.The use of charged pileup tracks in a jet to predict the neutral pileup component in that same jet could potentially lead to improved pileup removal techniques, provided there is a strong local correlation between charged and neutral pileup. In a Monte Carlo simulation we find that the correlation is however moderate, a feature that we attribute to characteristics of the underlying nonperturbative dynamics. Consequently, pure “neutral-proportional-to-charge” (NpC) pileup mitigation approaches do not outperform existing, area-based pileup removal methods. This finding contrasts with the arguments made in favor of a new method, “jet cleansing,” in part based on the NpC approach. We identify the critical differences between the performances of linear cleansing and trimmed NpC as being due to the former’s rejection of subjets that have no charged tracks from the leading vertex, a procedure that we name “zeroing.” Zeroing, an extreme version of the “charged-track trimming” proposed by ATLAS, can be combined with a range of pileup mitigation methods, and appears to have both benefits and drawbacks. We show how the latter can be straightforwardly alleviated. We also discuss the limited potential for improvement that can be obtained by linear combinations of the NpC and area-subtraction methods.The use of charged pileup tracks in a jet to predict the neutral pileup component in that same jet could potentially lead to improved pileup removal techniques, provided there is a strong local correlation between charged and neutral pileup. In Monte Carlo simulation we find that the correlation is however moderate, a feature that we attribute to characteristics of the underlying non-perturbative dynamics. Consequently, `neutral-proportional-to-charge' (NpC) pileup mitigation approaches do not outperform existing, area-based, pileup removal methods. This finding contrasts with the arguments made in favour of a new method, "jet cleansing", in part based on the NpC approach. We identify the critical differences between the performances of linear cleansing and trimmed NpC as being due to the former's rejection of subjets that have no charged tracks from the leading vertex, a procedure that we name "zeroing". Zeroing, an extreme version of the "charged-track trimming" proposed by ATLAS, can be combined with a range of pileup-mitigation methods, and appears to have both benefits and drawbacks. We show how the latter can be straightforwardly alleviated. We also discuss the limited potential for improvement that can be obtained by linear combinations of the NpC and area-subtraction methods.arXiv:1404.7353CERN-PH-TH-2014-052CERN-PH-TH-2014-052oai:cds.cern.ch:16989632014-04-29
spellingShingle Particle Physics - Phenomenology
Cacciari, Matteo
Salam, Gavin P.
Soyez, Gregory
On the use of charged-track information to subtract neutral pileup
title On the use of charged-track information to subtract neutral pileup
title_full On the use of charged-track information to subtract neutral pileup
title_fullStr On the use of charged-track information to subtract neutral pileup
title_full_unstemmed On the use of charged-track information to subtract neutral pileup
title_short On the use of charged-track information to subtract neutral pileup
title_sort on the use of charged-track information to subtract neutral pileup
topic Particle Physics - Phenomenology
url https://dx.doi.org/10.1103/PhysRevD.92.014003
http://cds.cern.ch/record/1698963
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