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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...
Autores principales: | , , , |
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Lenguaje: | eng |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1103/PhysRevC.103.054909 http://cds.cern.ch/record/2743187 |
_version_ | 1780968544126631936 |
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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. |
id | cern-2743187 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2020 |
record_format | invenio |
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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