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Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum

We introduce a model for heavy ion collisions named trajectum, which includes an expanded initial stage with a variable free streaming velocity vfs and a hydrodynamic stage with three varying second order transport coefficients. We describe how to obtain a Gaussian emulator for this 20-parameter mod...

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Detalles Bibliográficos
Autores principales: Nijs, Govert, van der Schee, Wilke, Gürsoy, Umut, Snellings, Raimond
Lenguaje:eng
Publicado: 2020
Materias:
Acceso en línea:https://dx.doi.org/10.1103/PhysRevC.103.054909
http://cds.cern.ch/record/2743187
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author Nijs, Govert
van der Schee, Wilke
Gürsoy, Umut
Snellings, Raimond
author_facet Nijs, Govert
van der Schee, Wilke
Gürsoy, Umut
Snellings, Raimond
author_sort Nijs, Govert
collection CERN
description We introduce a model for heavy ion collisions named trajectum, which includes an expanded initial stage with a variable free streaming velocity vfs and a hydrodynamic stage with three varying second order transport coefficients. We describe how to obtain a Gaussian emulator for this 20-parameter model and show results for key observables. This emulator can be used to obtain Bayesian posterior estimates on the parameters, which we test by an elaborate closure test as well as a convergence study. Lastly, we employ the optimal values of the parameters found in Nijs et al. [G. Nijs, W. van der Schee, U. Gürsoy, and R. Snellings, Phys. Rev. Lett. 126, 202301 (2021)10.1103/PhysRevLett.126.202301] to perform a detailed comparison to experimental data from PbPb and pPb collisions. This includes both observables that have been used to obtain these values as well as wider transverse momentum ranges and new observables such as correlations of event-plane angles.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2020
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spelling cern-27431872022-08-10T10:06:35Zdoi:10.1103/PhysRevC.103.054909http://cds.cern.ch/record/2743187engNijs, Govertvan der Schee, WilkeGürsoy, UmutSnellings, RaimondBayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectumnucl-exNuclear Physics - Experimenthep-phParticle Physics - Phenomenologynucl-thNuclear Physics - TheoryWe introduce a model for heavy ion collisions named trajectum, which includes an expanded initial stage with a variable free streaming velocity vfs and a hydrodynamic stage with three varying second order transport coefficients. We describe how to obtain a Gaussian emulator for this 20-parameter model and show results for key observables. This emulator can be used to obtain Bayesian posterior estimates on the parameters, which we test by an elaborate closure test as well as a convergence study. Lastly, we employ the optimal values of the parameters found in Nijs et al. [G. Nijs, W. van der Schee, U. Gürsoy, and R. Snellings, Phys. Rev. Lett. 126, 202301 (2021)10.1103/PhysRevLett.126.202301] to perform a detailed comparison to experimental data from PbPb and pPb collisions. This includes both observables that have been used to obtain these values as well as wider transverse momentum ranges and new observables such as correlations of event-plane angles.We introduce a model for heavy ion collisions named Trajectum, which includes an expanded initial stage with a variable free streaming velocity $v_{\rm fs}$ and a hydrodynamic stage with three varying second order transport coefficients. We describe how to obtain a Gaussian Emulator for this 20-parameter model and show results for key observables. This emulator can be used to obtain Bayesian posterior estimates on the parameters, which we test by an elaborate closure test as well as a convergence study. Lastly, we employ the optimal values of the parameters found in [1] to perform a detailed comparison to experimental data from PbPb and $p$Pb collisions. This includes both observables that have been used to obtain these values as well as wider transverse momentum ranges and new observables such as correlations of event-plane angles.arXiv:2010.15134CERN-TH-2020-175MIT-CTP/5251oai:cds.cern.ch:27431872020-10-28
spellingShingle nucl-ex
Nuclear Physics - Experiment
hep-ph
Particle Physics - Phenomenology
nucl-th
Nuclear Physics - Theory
Nijs, Govert
van der Schee, Wilke
Gürsoy, Umut
Snellings, Raimond
Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum
title Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum
title_full Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum
title_fullStr Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum
title_full_unstemmed Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum
title_short Bayesian analysis of heavy ion collisions with the heavy ion computational framework Trajectum
title_sort bayesian analysis of heavy ion collisions with the heavy ion computational framework trajectum
topic nucl-ex
Nuclear Physics - Experiment
hep-ph
Particle Physics - Phenomenology
nucl-th
Nuclear Physics - Theory
url https://dx.doi.org/10.1103/PhysRevC.103.054909
http://cds.cern.ch/record/2743187
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