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Optimizing Geant4 Hadronic Models

Geant4, the leading detector simulation toolkit used in high energy physics, employs a set of physics models to simulate interactions of particles with matter across a wide range of energies. These models, especially the hadronic ones, rely largely on directly measured cross-sections and inclusive c...

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Detalles Bibliográficos
Autores principales: Genser, Krzysztof, Jun, Soon Yung, Ribon, Alberto, Uzhinsky, Vladimir, Yarba, Julia
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:http://cds.cern.ch/record/2872507
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author Genser, Krzysztof
Jun, Soon Yung
Ribon, Alberto
Uzhinsky, Vladimir
Yarba, Julia
author_facet Genser, Krzysztof
Jun, Soon Yung
Ribon, Alberto
Uzhinsky, Vladimir
Yarba, Julia
author_sort Genser, Krzysztof
collection CERN
description Geant4, the leading detector simulation toolkit used in high energy physics, employs a set of physics models to simulate interactions of particles with matter across a wide range of energies. These models, especially the hadronic ones, rely largely on directly measured cross-sections and inclusive characteristics, and use physically motivated parameters. However, they generally aim to cover a broad range of possible simulation tasks and may not always be optimized for a particular process or a given material. The Geant4 collaboration recently made many parameters of the models accessible via a configuration interface. This opens a possibility to fit simulated distributions to the thin target experimental datasets and extract optimal values of the model parameters and the associated uncertainties. Such efforts are currently undertaken by the Geant4 collaboration with the goal of offering alternative sets of model parameters, also known as "tunes", for certain applications. The effort should subsequently lead to more accurate estimates of the systematic errors in physics measurements given the detector simulation role in performing the physics measurements. Results of the study are presented to illustrate how Geant4 model parameters can be optimized through applying fitting techniques, to improve the agreement between the Geant4 and the experimental data.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2023
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spelling cern-28725072023-10-22T02:23:59Zhttp://cds.cern.ch/record/2872507engGenser, KrzysztofJun, Soon YungRibon, AlbertoUzhinsky, VladimirYarba, JuliaOptimizing Geant4 Hadronic Modelsphysics.ins-detDetectors and Experimental Techniqueshep-exParticle Physics - ExperimentGeant4, the leading detector simulation toolkit used in high energy physics, employs a set of physics models to simulate interactions of particles with matter across a wide range of energies. These models, especially the hadronic ones, rely largely on directly measured cross-sections and inclusive characteristics, and use physically motivated parameters. However, they generally aim to cover a broad range of possible simulation tasks and may not always be optimized for a particular process or a given material. The Geant4 collaboration recently made many parameters of the models accessible via a configuration interface. This opens a possibility to fit simulated distributions to the thin target experimental datasets and extract optimal values of the model parameters and the associated uncertainties. Such efforts are currently undertaken by the Geant4 collaboration with the goal of offering alternative sets of model parameters, also known as "tunes", for certain applications. The effort should subsequently lead to more accurate estimates of the systematic errors in physics measurements given the detector simulation role in performing the physics measurements. Results of the study are presented to illustrate how Geant4 model parameters can be optimized through applying fitting techniques, to improve the agreement between the Geant4 and the experimental data.arXiv:2309.12407FERMILAB-CONF-23-436-CSAIDoai:cds.cern.ch:28725072023-09-21
spellingShingle physics.ins-det
Detectors and Experimental Techniques
hep-ex
Particle Physics - Experiment
Genser, Krzysztof
Jun, Soon Yung
Ribon, Alberto
Uzhinsky, Vladimir
Yarba, Julia
Optimizing Geant4 Hadronic Models
title Optimizing Geant4 Hadronic Models
title_full Optimizing Geant4 Hadronic Models
title_fullStr Optimizing Geant4 Hadronic Models
title_full_unstemmed Optimizing Geant4 Hadronic Models
title_short Optimizing Geant4 Hadronic Models
title_sort optimizing geant4 hadronic models
topic physics.ins-det
Detectors and Experimental Techniques
hep-ex
Particle Physics - Experiment
url http://cds.cern.ch/record/2872507
work_keys_str_mv AT genserkrzysztof optimizinggeant4hadronicmodels
AT junsoonyung optimizinggeant4hadronicmodels
AT ribonalberto optimizinggeant4hadronicmodels
AT uzhinskyvladimir optimizinggeant4hadronicmodels
AT yarbajulia optimizinggeant4hadronicmodels