Systematics of quark/gluon tagging
Abstract
By measuring the substructure of a jet, one can assign it a “quark” or “gluon” tag. In the eikonal (double-logarithmic) limit, quark/gluon discrimination is determined solely by the color factor of the initiating parton (CF versus CA). In this paper, we confront the challenges faced when going beyond this leading-order understanding, using both parton-shower generators and first-principles calculations to assess the impact of higher-order perturbative and nonperturbative physics. Working in the idealized context of electron-positron collisions, where one can define a proxy for quark and gluon jets based on the Lorentz structure of the production vertex, we find a fascinating interplay between perturbative shower effects and nonperturbative hadronization effects. Turning to proton-proton collisions, we highlight a core set of measurements that would constrain current uncertainties in quark/gluon tagging and improve the overall modeling of jets at the Large Hadron Collider.
- Authors:
-
- Univ. of Paris-Saclay, Gif-sur-Yvette (France)
- SLAC National Accelerator Lab., Menlo Park, CA (United States)
- Univ. of Witwatersrand, Johannesburg (South Africa)
- Reed College, Portland, OR (United States)
- Lund Univ. (Sweden)
- Univ. of Durham (United Kingdom); Univ. of Manchester (United Kingdom)
- European Organization for Nuclear Research (CERN), Geneva (Switzerland); Polish Academy of Sciences (PAS), Sopot (Poland). Inst. of Nuclear Physics
- Monash Univ., Clayton, VIC (Australia)
- Alternative Energies and Atomic Energy Commission (CEA), Saclay (France)
- Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
- Publication Date:
- Research Org.:
- SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1374262
- Grant/Contract Number:
- AC02-76SF00515
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of High Energy Physics (Online)
- Additional Journal Information:
- Journal Name: Journal of High Energy Physics (Online); Journal Volume: 2017; Journal Issue: 7; Journal ID: ISSN 1029-8479
- Publisher:
- Springer Berlin
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 72 PHYSICS OF ELEMENTARY PARTICLES AND FIELDS; Jets; QCD Phenomenology
Citation Formats
Gras, Philippe, Höche, Stefan, Kar, Deepak, Larkoski, Andrew, Lönnblad, Leif, Plätzer, Simon, Siódmok, Andrzej, Skands, Peter, Soyez, Gregory, and Thaler, Jesse. Systematics of quark/gluon tagging. United States: N. p., 2017.
Web. doi:10.1007/JHEP07(2017)091.
Gras, Philippe, Höche, Stefan, Kar, Deepak, Larkoski, Andrew, Lönnblad, Leif, Plätzer, Simon, Siódmok, Andrzej, Skands, Peter, Soyez, Gregory, & Thaler, Jesse. Systematics of quark/gluon tagging. United States. https://doi.org/10.1007/JHEP07(2017)091
Gras, Philippe, Höche, Stefan, Kar, Deepak, Larkoski, Andrew, Lönnblad, Leif, Plätzer, Simon, Siódmok, Andrzej, Skands, Peter, Soyez, Gregory, and Thaler, Jesse. Tue .
"Systematics of quark/gluon tagging". United States. https://doi.org/10.1007/JHEP07(2017)091. https://www.osti.gov/servlets/purl/1374262.
@article{osti_1374262,
title = {Systematics of quark/gluon tagging},
author = {Gras, Philippe and Höche, Stefan and Kar, Deepak and Larkoski, Andrew and Lönnblad, Leif and Plätzer, Simon and Siódmok, Andrzej and Skands, Peter and Soyez, Gregory and Thaler, Jesse},
abstractNote = {By measuring the substructure of a jet, one can assign it a “quark” or “gluon” tag. In the eikonal (double-logarithmic) limit, quark/gluon discrimination is determined solely by the color factor of the initiating parton (CF versus CA). In this paper, we confront the challenges faced when going beyond this leading-order understanding, using both parton-shower generators and first-principles calculations to assess the impact of higher-order perturbative and nonperturbative physics. Working in the idealized context of electron-positron collisions, where one can define a proxy for quark and gluon jets based on the Lorentz structure of the production vertex, we find a fascinating interplay between perturbative shower effects and nonperturbative hadronization effects. Turning to proton-proton collisions, we highlight a core set of measurements that would constrain current uncertainties in quark/gluon tagging and improve the overall modeling of jets at the Large Hadron Collider.},
doi = {10.1007/JHEP07(2017)091},
journal = {Journal of High Energy Physics (Online)},
number = 7,
volume = 2017,
place = {United States},
year = {Tue Jul 18 00:00:00 EDT 2017},
month = {Tue Jul 18 00:00:00 EDT 2017}
}
Web of Science
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Constraining anomalous gluon self-interactions at the LHC: a reappraisal
journal, July 2018
- Hirschi, Valentin; Maltoni, Fabio; Tsinikos, Ioannis
- Journal of High Energy Physics, Vol. 2018, Issue 7
Quark jet versus gluon jet: fully-connected neural networks with high-level features
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- Luo, Hui; Luo, Ming-Xing; Wang, Kai
- Science China Physics, Mechanics & Astronomy, Vol. 62, Issue 9
Measurement of jet-substructure observables in top quark, $W$ boson and light jet production in proton-proton collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
text, January 2019
- Aaboud, Morad; Aad, Georges; Abbott, Brad
- Deutsches Elektronen-Synchrotron, DESY, Hamburg
FCC Physics Opportunities
text, January 2019
- Abada, A.; Abbrescia, M.; AbdusSalam, S. S.
- Apollo - University of Cambridge Repository
Constraining anomalous gluon self-interactions at the LHC: a reappraisal
text, January 2018
- Hirschi, Valentin; Maltoni, Fabio; Tsinikos, Ioannis
- ETH Zurich
Measurement of jet-substructure observables in top quark, W boson and light jet production in proton-proton collisions at √s = 13 TeV with the ATLAS detector
text, January 2019
- Franconi, Laura; Miucci, Antonio; Merlassino, Claudia
- Springer
Measurement of jet-substructure observables in top quark, W boson and light jet production in proton-proton collisions at s = 13 TeV with the ATLAS detector
text, January 2019
- Aaboud, M.; Aad, G.; Abbott, B.
- Apollo - University of Cambridge Repository
Jet Substructure Studies with CMS Open Data
text, January 2017
- Tripathee, Aashish; Xue, Wei; Larkoski, Andrew
- arXiv
Casimir Meets Poisson: Improved Quark/Gluon Discrimination with Counting Observables
text, January 2017
- Frye, Christopher; Larkoski, Andrew J.; Thaler, Jesse
- arXiv
Analysis of Long Lived Particle Decays with the MATHUSLA Detector
text, January 2017
- Curtin, David; Peskin, Michael E.
- arXiv
Energy flow polynomials: A complete linear basis for jet substructure
text, January 2017
- Komiske, Patrick T.; Metodiev, Eric M.; Thaler, Jesse
- arXiv
Jet angularity measurements for single inclusive jet production
text, January 2018
- Kang, Zhong-Bo; Lee, Kyle; Ringer, Felix
- arXiv
Learning to Classify from Impure Samples with High-Dimensional Data
text, January 2018
- Komiske, Patrick T.; Metodiev, Eric M.; Nachman, Benjamin
- arXiv
Energy Flow Networks: Deep Sets for Particle Jets
text, January 2018
- Komiske, Patrick T.; Metodiev, Eric M.; Thaler, Jesse
- arXiv
Investigating the Topology Dependence of Quark and Gluon Jets
text, January 2018
- Bright-Thonney, Samuel; Nachman, Benjamin
- arXiv
Phenomenology with a recoil-free jet axis: TMD fragmentation and the jet shape
text, January 2018
- Neill, Duff; Papaefstathiou, Andreas; Waalewijn, Wouter J.
- arXiv
Quark-Gluon Tagging: Machine Learning vs Detector
text, January 2018
- Kasieczka, Gregor; Kiefer, Nicholas; Plehn, Tilman
- arXiv
A Theory of Quark vs. Gluon Discrimination
text, January 2019
- Larkoski, Andrew J.; Metodiev, Eric M.
- arXiv