DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Predictions for energy correlators probing substructure of groomed heavy quark jets

Journal Article · · Journal of High Energy Physics (Online)
ORCiD logo [1];  [2];  [1]
  1. Los Alamos National Lab. (LANL), Los Alamos, NM (United States). Theoretical Div., Group T-2
  2. Carnegie Mellon Univ., Pittsburgh, PA (United States). Dept. of Physics

We develop an effective field theory (EFT) framework to perform an analytic calculation for energy correlator observables computed on groomed heavy-quark jets. A soft-drop grooming algorithm is applied to a jet initiated by a massive quark to minimize soft contamination effects such as pile-up and multi-parton interactions. We specifically consider the two-particle energy correlator as an initial application of this EFT framework to compute heavy quark jet substructure. We find that there are different regimes for the event shapes, depending on the size of the measured correlator observable, that require the use of different EFT formulations, in which the quark mass and grooming parameters may be relevant or not. We use the EFT to resum large logarithms in the energy correlator observable in terms of the momentum of a reconstructed heavy hadron to NLL' accuracy and subsequently match it to a full QCD O(αs) cross section, which we also compute. We compare our predictions to simulations in Pythia for e+e collisions. We find a good agreement with partonic simulations, as well as hadronic ones with an appropriate shape function used to describe nonperturbative effects and the heavy quark hadron decay turned off. We also predict the scaling behavior for the leading nonperturbative power correction due to hadronization. Consequently, we can give a prediction for the energy correlator distribution at the level of the reconstructed heavy hadron. This work provides a general framework for the analysis of heavy quark jet substructure observables.

Research Organization:
Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
LDRD; USDOE
Grant/Contract Number:
89233218CNA000001
OSTI ID:
1571592
Report Number(s):
LA-UR--18-24853
Journal Information:
Journal of High Energy Physics (Online), Journal Name: Journal of High Energy Physics (Online) Journal Issue: 9 Vol. 2019; ISSN 1029-8479
Publisher:
Springer BerlinCopyright Statement
Country of Publication:
United States
Language:
English

References (87)

e+e− angularity distributions at NNLL′ accuracy journal January 2019
Jet-images: computer vision inspired techniques for jet tagging journal February 2015
Jet observables without jet algorithms journal April 2014
Jet shapes with the broadening axis journal April 2014
Comparing and counting logs in direct and effective methods of QCD resummation journal April 2014
Jet shapes for boosted jet two-prong decays from first-principles journal April 2016
Soft drop journal May 2014
Jet substructure without trees journal June 2011
Energy correlation functions for jet substructure journal June 2013
Playing tag with ANN: boosted top identification with pattern recognition journal July 2015
Factorization for groomed jet substructure beyond the next-to-leading logarithm journal July 2016
Jet-images — deep learning edition journal July 2016
A study of jet mass distributions with grooming journal July 2017
Probing transverse-momentum dependent evolution with groomed jets journal July 2018
On jet substructure methods for signal jets journal August 2015
Factorization and resummation for generic hierarchies between Jets journal August 2016
Factorization and resummation for massive quark effects in exclusive Drell-Yan journal August 2017
Towards an understanding of jet substructure journal September 2013
Transverse momentum spectra at threshold for groomed heavy quark jets journal October 2018
Jet shapes and jet algorithms in SCET journal November 2010
Gaining (mutual) information about quark/gluon discrimination journal November 2014
Power counting to better jet observables journal December 2014
Jet shape resummation using soft-collinear effective theory journal December 2014
Factorization for jet radius logarithms in jet mass spectra at the LHC journal December 2016
Improved jet substructure methods: Y-splitter and variants with grooming journal December 2016
New angles on energy correlation functions journal December 2016
Weak decays of heavy mesons in the static quark approximation journal November 1989
Weak transition form factors between heavy mesons journal March 1990
Jet quenching in dense matter journal July 1990
New clustering algorithm for multijet cross sections in e+e− annihilation journal October 1991
Calculation of power corrections to hadronic event shapes journal June 1995
Jets and quantum field theory journal August 1996
An operator approach to weighted cross sections journal March 1980
Renormalization of the Wilson loops beyond the leading order journal January 1987
Longitudinally-invariant k⊥-clustering algorithms for hadron-hadron collisions journal September 1993
Energy flow in QCD and event shape functions journal August 2001
Invariant operators in collinear effective theory journal September 2001
Heavy-quark colorimetry of QCD matter journal November 2001
Reparameterization invariance for collinear operators journal July 2002
Comment on quark masses in SCET journal July 2003
Power corrections to event shape distributions journal July 1997
Soft-collinear effective theory and heavy-to-light currents beyond leading power journal November 2002
Power corrections to event shapes and factorization journal August 1999
Consistent factorization of jet observables in exclusive multijet cross sections journal May 2010
Inverting the mass hierarchy of jet quenching effects with prompt b-jet substructure journal June 2019
Heavy flavor in heavy-ion collisions at RHIC and RHIC II journal June 2008
Heavy Quark Physics book January 2009
Boosted Top Quarks, Top Pair Resonances, and Top Partner Searches at the LHC journal January 2013
Power corrections and nonlocal operators
  • Korchemsky, Gregory P.; Oderda, Gianluca; Sterman, George
  • The 5th international workshop on deep inelastic scattering and QCD, AIP Conference Proceedings https://doi.org/10.1063/1.53732
conference January 1997
Event shapes in e + e   annihilation and deep inelastic scattering journal February 2004
Better jet clustering algorithms journal August 1997
Principles of general final-state resummation and automated implementation journal March 2005
Factorization and momentum-space resummation in deep-inelastic scattering journal January 2007
The anti- k t jet clustering algorithm journal April 2008
Boosted top quark techniques and searches for tt̄ resonances at the LHC journal July 2013
Successive combination jet algorithm for hadron collisions journal October 1993
An effective field theory for collinear and soft gluons: Heavy to light decays journal May 2001
Soft-collinear factorization in effective field theory journal February 2002
Hard scattering factorization from effective field theory journal July 2002
Momentum flow correlations from event shapes: Factorized soft gluons and soft-collinear effective theory journal January 2007
Jets from massive unstable particles: Top-mass determination journal April 2008
Top jets in the peak region: Factorization analysis with next-to-leading-log resummation journal June 2008
Factorization of e + e − event shape distributions with hadronic final states in soft collinear effective theory journal August 2008
Factorization and resummation for dijet invariant mass spectra journal April 2012
Three-prong distribution of massive narrow QCD jets journal May 2013
Building a better boosted top tagger journal February 2015
Soft-collinear mode for jet cross sections in soft collinear effective theory journal January 2016
Jet substructure classification in high-energy physics with deep neural networks journal May 2016
Identification of high-momentum top quarks, Higgs bosons, and W and Z bosons using boosted event shapes journal November 2016
Jet flavor classification in high-energy physics with deep neural networks journal December 2016
Parton shower uncertainties in jet substructure analyses with deep neural networks journal January 2017
Precision Jet Substructure from Boosted Event Shapes journal August 2012
Effective Field Theory for Jet Processes journal May 2016
Gluon shadowing and jet quenching in A + A collisions at √ s =200 A GeV journal March 1992
Threshold Resummation in Momentum Space from Effective Field Theory journal August 2006
Jet substructure with analytical methods journal November 2013
Factorization for jet radius logarithms in jet mass spectra at the LHC text January 2016
Factorization and Resummation for Massive Quark Effects in Exclusive Drell-Yan text January 2017
The anti-k_t jet clustering algorithm text January 2008
Comparing and Counting Logs in Direct and Effective Methods of Resummation text January 2014
Jet-Images: Computer Vision Inspired Techniques for Jet Tagging text January 2014
Factorization for groomed jet substructure beyond the next-to-leading logarithm text January 2016
Factorization for Jet Radius Logarithms in Jet Mass Spectra at the LHC text January 2016
Inverting the mass hierarchy of jet quenching effects with prompt $b$-jet substructure text January 2018
Transverse Momentum Spectra at Threshold for Groomed Heavy Quark Jets text January 2018
Comment on Quark Masses in SCET text January 2003
Event shapes in e+e- annihilation and deep inelastic scattering text January 2003

Cited By (2)

Nonperturbative corrections to soft drop jet mass journal December 2019
Nonperturbative Corrections to Soft Drop Jet Mass text January 2019