Jet substructure studies with CMS open data
Abstract
We utilize public data from the CMS experiment to study the two-prong substructure of jets. The CMS open data are based on 31.8 pb-1 of 7 TeV proton-proton collisions recorded at the Large Hadron Collider in 2010, yielding a sample of 768,687 events containing a high-quality central jet with transverse momentum larger than 85 GeV. Using CMS’s particle flow reconstruction algorithm to obtain jet constituents, we extract the two-prong substructure of the leading jet using soft-drop declustering. We find good agreement between results obtained from the CMS open data and those obtained from parton shower generators, and we also compare to analytic jet substructure calculations performed to modified leading-logarithmic accuracy. Even though the 2010 CMS open data do not include simulated data to help estimate systematic uncertainties, we use track-only observables to validate these substructure studies.
- Authors:
-
- Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
- Reed College, Portland, OR (United States)
- State Univ. of New York, Buffalo, NY (United States)
- Publication Date:
- Research Org.:
- Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), High Energy Physics (HEP)
- OSTI Identifier:
- 1511829
- Alternate Identifier(s):
- OSTI ID: 1396309
- Grant/Contract Number:
- SC0012567; SC-00012567; SC-00015476
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Physical Review. D.
- Additional Journal Information:
- Journal Volume: 96; Journal Issue: 7; Journal ID: ISSN 2470-0010
- Publisher:
- American Physical Society (APS)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 72 PHYSICS OF ELEMENTARY PARTICLES AND FIELDS
Citation Formats
Tripathee, Aashish, Xue, Wei, Larkoski, Andrew, Marzani, Simone, and Thaler, Jesse. Jet substructure studies with CMS open data. United States: N. p., 2017.
Web. doi:10.1103/physrevd.96.074003.
Tripathee, Aashish, Xue, Wei, Larkoski, Andrew, Marzani, Simone, & Thaler, Jesse. Jet substructure studies with CMS open data. United States. https://doi.org/10.1103/physrevd.96.074003
Tripathee, Aashish, Xue, Wei, Larkoski, Andrew, Marzani, Simone, and Thaler, Jesse. Tue .
"Jet substructure studies with CMS open data". United States. https://doi.org/10.1103/physrevd.96.074003. https://www.osti.gov/servlets/purl/1511829.
@article{osti_1511829,
title = {Jet substructure studies with CMS open data},
author = {Tripathee, Aashish and Xue, Wei and Larkoski, Andrew and Marzani, Simone and Thaler, Jesse},
abstractNote = {We utilize public data from the CMS experiment to study the two-prong substructure of jets. The CMS open data are based on 31.8 pb-1 of 7 TeV proton-proton collisions recorded at the Large Hadron Collider in 2010, yielding a sample of 768,687 events containing a high-quality central jet with transverse momentum larger than 85 GeV. Using CMS’s particle flow reconstruction algorithm to obtain jet constituents, we extract the two-prong substructure of the leading jet using soft-drop declustering. We find good agreement between results obtained from the CMS open data and those obtained from parton shower generators, and we also compare to analytic jet substructure calculations performed to modified leading-logarithmic accuracy. Even though the 2010 CMS open data do not include simulated data to help estimate systematic uncertainties, we use track-only observables to validate these substructure studies.},
doi = {10.1103/physrevd.96.074003},
journal = {Physical Review. D.},
number = 7,
volume = 96,
place = {United States},
year = {Tue Oct 03 00:00:00 EDT 2017},
month = {Tue Oct 03 00:00:00 EDT 2017}
}
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TABLE I: Jet triggers provided in the Jet Primary Dataset, including the number of events for which the trigger was present and/or fired. Entries marked by * are used in this analysis (see Table II). HNF stands for HcalNoiseFiltered. We do not separate out the different versions of the samemore »
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