Search Menu
DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information
Search Scholarly Publications

Title: New metric improving Bayesian calibration of a multistage approach studying hadron and inclusive jet suppression

Journal Article · · Physical Review. C
 [1];  [2];  [1];  [3];  [4];  [5];  [6];  [1];  [7];  [8];  [9];  [10];  [7];  [11];  [7];  [12];  [13];  [13];  [7];  [1] more »;  [14];  [10];  [15];  [16];  [6];  [17];  [12];  [18];  [18];  [16];  [1];  [14];  [19];  [16];  [19];  [13];  [19];  [20];  [1];  [10];  [16];  [6];  [21];  [16];  [10];  [22];  [16];  [1];  [23];  [16];  [24];  [25];  [14];  [26];  [16] « less
  1. Duke University
  2. Wayne State University;University of Regina
  3. Lawrence Livermore National Laboratory
  4. University Technology Solutions
  5. Shandong University;Wayne State University
  6. Massachusetts Institute of Technology;Massachusetts Institute of Technology
  7. McGill University
  8. University of Tennessee;Oak Ridge National Laboratory
  9. GSI Helmholtzzentrum für Schwerionenforschung;Goethe University;Frankfurt Institute for Advanced Studies
  10. Texas A&M University;Texas A&M University
  11. Institute of Quantum Matter;South China Normal University
  12. The Ohio State University
  13. University of California;Lawrence Berkeley National Laboratory
  14. Vanderbilt University
  15. McGill University;Wayne State University
  16. Wayne State University
  17. Daresbury Laboratory
  18. Universidade de São Paulo
  19. University of Tennessee
  20. University of Liverpool
  21. Brookhaven National Laboratory
  22. Wayne State University;Brookhaven National Laboratory
  23. Wayne State University;Lawrence Livermore National Laboratory
  24. Kent State University
  25. Akita International University;Wayne State University
  26. Central China Normal University;University of California;Lawrence Berkeley National Laboratory
+ Show Author Affiliations

We study parton energy-momentum exchange with the quark gluon plasma (QGP) within a multistage approach composed of in-medium Dokshitzer-Gribov-Lipatov-Altarelli-Parisi evolution at high virtuality, and (linearized) Boltzmann transport formalism at lower virtuality. This multistage simulation is then calibrated in comparison with high-pT charged hadrons, D mesons, and the inclusive jet nuclear modification factors, using Bayesian model-to-data comparison, to extract the virtuality-dependent transverse momentum broadening transport coefficient $$\hat{q}$$. To facilitate this undertaking, we develop a quantitative metric for validating the Bayesian workflow, which is used to analyze the sensitivity of various model parameters to individual observables. The usefulness of this new metric in improving Bayesian model emulation is shown to be highly beneficial for future such analyses.

Research Organization:
Wayne State Univ., Detroit, MI (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Nuclear Physics (NP); USDOE
Contributing Organization:
JETSCAPE Collaboration
Grant/Contract Number:
SC0021969; SC0012704; AC02-05CH11231; AC52-07NA27344; SC0013460; SC0004286; FG02-92ER40713; FG02-05ER41367
OSTI ID:
2371062
Alternate ID(s):
OSTI ID: 2338138; OSTI ID: 2563582
Report Number(s):
BNL-225485-2024-JAAM
Journal Information:
Physical Review. C, Vol. 109, Issue 6; ISSN 2469-9985
Publisher:
American Physical Society (APS)Copyright Statement
Country of Publication:
United States
Language:
English

References (71)

Tuning PYTHIA 8.1: the Monash 2013 tune journal August 2014
JETSCAPE framework: p + p results journal November 2020
Jets as a probe of quark-gluon plasmas journal February 1986
Jets in expanding quark-gluon plasmas journal November 1986
Gluon shadowing and jet quenching in A + A collisions at √ s =200 A GeV journal March 1992
Multiple collisions and induced gluon bremsstrahlung in QCD journal June 1994
Radiative energy loss and p⊥-broadening of high energy partons in nuclei journal January 1997
Radiative energy loss of high-energy quarks in finite-size nuclear matter and quark-gluon plasma journal April 1997
Gluon radiation off hard quarks in a nuclear environment: opacity expansion journal November 2000
Jet quenching in thin quark–gluon plasmas I: formalism journal April 2000
Multiple Scattering, Parton Energy Loss, and Modified Fragmentation Functions in Deeply Inelastic eA Scattering journal October 2000
Energy loss of leading partons in a thermal QCD medium journal March 2005
Photon and gluon emission in relativistic plasmas journal June 2002
Heavy quark radiative energy loss in QCD matter journal March 2004
Radiative Energy Loss in a Finite Dynamical QCD Medium journal July 2008
Hard collinear gluon radiation and multiple scattering in a medium journal January 2012
The theory and phenomenology of perturbative QCD based jet quenching journal January 2011
Jet quenching and medium response in high-energy heavy-ion collisions: a review journal January 2021
Jet measurements in heavy ion physics journal June 2018
A comparative study of jet-quenching schemes journal July 2007
Suppression of the High- p T Charged-Hadron R A A at the LHC journal November 2012
Multiple parton scattering in nuclei: Modified Dokshitzer-Gribov-Lipatov-Altarelli-Parisi (DGLAP) evolution for fragmentation functions journal February 2010
Multiple parton scattering in nuclei: parton energy loss journal December 2001
Perturbative QCD Description of Heavy and Light Flavor Jet Quenching journal December 2010
Jet quenching journal March 2003
Jet transport coefficient q^ in lattice QCD journal August 2022
QCD Collisional Energy Loss Reexamined journal November 2006
Elastic energy loss and longitudinal straggling of a hard jet journal September 2009
Energy loss of leading hadrons and direct photon production in evolving quark-gluon plasma journal July 2005
Jet energy loss, photon production, and photon-hadron correlations at energies available at the BNL Relativistic Heavy Ion Collider (RHIC) journal November 2009
Multisystem Bayesian constraints on the transport coefficients of QCD matter journal May 2021
Phenomenological Constraints on the Transport Properties of QCD Matter with Data-Driven Model Averaging journal June 2021
Determining the jet transport coefficient q ̂ from inclusive hadron suppression measurements using Bayesian parameter estimation journal August 2021
Heavy-flavour and quarkonium production in the LHC era: from proton–proton to heavy-ion collisions journal February 2016
Bayesian estimation of the specific shear and bulk viscosity of quark–gluon plasma journal August 2019
Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum journal May 2021
Bayesian calibration of viscous anisotropic hydrodynamic simulations of heavy-ion collisions journal November 2023
Constraining the equation of state with heavy quarks in the quasi-particle model of QCD matter journal January 2024
Scoring Rules for Continuous Probability Distributions journal June 1976
Evaluating Probabilities: Asymmetric Scoring Rules journal November 1994
Strictly Proper Scoring Rules, Prediction, and Estimation journal March 2007
Theory and applications of proper scoring rules journal April 2014
Incorporating space-time within medium-modified jet-event generators journal July 2013
Drag-induced radiative energy loss from semihard heavy quarks journal November 2016
Multiscale evolution of charmed particles in a nuclear medium journal May 2023
Multiple jets and γ -jet correlation in high-energy heavy-ion collisions journal July 2018
Inclusive jet and hadron suppression in a multistage approach journal March 2023
Linear Boltzmann transport for jet propagation in the quark-gluon plasma: Elastic processes and medium recoil journal May 2015
Erratum: Linear Boltzmann transport for jet propagation in the quark-gluon plasma: Elastic processes and medium recoil [Phys. Rev. C 91 , 054908 (2015)] journal January 2018
Transverse diffusion (“”) at weak coupling journal April 2009
Energy and scale dependence of q ̂ and the “JET puzzle” journal March 2020
The iEBE-VISHNU code package for relativistic heavy-ion collisions journal February 2016
Microscopic models for ultrarelativistic heavy ion collisions journal January 1998
Relativistic hadron-hadron collisions in the ultra-relativistic quantum molecular dynamics model journal September 1999
Alternative ansatz to wounded nucleon and binary collision scaling in high-energy nuclear collisions journal July 2015
Event-by-Event Hydrodynamics + Jet Energy Loss: A Solution to the R A A ⊗ v 2 Puzzle journal June 2016
Causal viscous hydrodynamics in 2 + 1 dimensions for relativistic heavy-ion collisions journal June 2008
Equation of state in ( 2 + 1 )-flavor QCD journal November 2014
Particlization in fluid dynamical simulations of heavy-ion collisions: The iS3D module journal January 2021
Particlization in hybrid models journal November 2012
Data-driven analysis for the temperature and momentum dependence of the heavy-quark diffusion coefficient in relativistic heavy-ion collisions journal January 2018
QGP modification to single inclusive jets in a calibrated transport model journal May 2021
Charged-particle nuclear modification factors in PbPb and pPb collisions at s N N = 5.02 $$ \sqrt{s_{\mathrm{N}\;\mathrm{N}}}=5.02 $$ TeV journal April 2017
Measurement of the nuclear modification factor for inclusive jets in Pb+Pb collisions at s NN = 5.02  TeV with the ATLAS detector journal March 2019
Measurements of inclusive jet spectra in p p and central Pb-Pb collisions at s N N = 5.02 TeV journal March 2020
The Elements of Statistical Learning book January 2009
The Connection between Bayesian Inference and Information Theory for Model Selection, Information Gain and Experimental Design journal November 2019
First measurement of large area jet transverse momentum spectra in heavy-ion collisions journal May 2021
Bayesian Analysis of QGP Jet Transport Using Multi-scale Modeling Applied to Inclusive Hadron and Reconstructed Jet Data journal January 2023
The open science grid journal July 2007
The Pilot Way to Grid Resources Using glideinWMS conference March 2009

Similar Records

Related Subjects

73 NUCLEAR PHYSICS AND RADIATION PHYSICS
jet quenching
jets & heavy flavor physics
quark-gluon plasma
relativistic heavy-ion collisions