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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...
Autores principales: | , , , , |
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Lenguaje: | eng |
Publicado: |
2023
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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. |
id | cern-2872507 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2023 |
record_format | invenio |
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 |