MC study of Bayesian unfolding using the Tibet AS gamma experiment

To investigate the mechanism responsible for the steepening beyond the knee, it is necessary to measure the energy spectra of individual nuclear elements. The Tibet AS𝛾 experiment is designed specifically to observe the shower maximum around the energy of the knee. It employs a high-density air-shower array (Tibet-III) to measure the charged particles, designated by the sum of charged particle density Σ𝜌,and a muon detector array to measure the total muon numberΣ𝑁𝜇 ,In this contribution, we report a Monte Carlo study for reconstructing the energy spectra of proton, Helium, Carbon group, and Iron group assuming an observation by the Tibet AS 𝛾 experiment.We applied a multidimensional unfolding method based on theBayes’theorem to the two-dimensional distribution of Σ𝜌 andΣ𝑁𝜇 ,and found that it is possible to determine the fluxes of individual nuclei. We also estimated the systematic uncertainties arising from the algorithm, choice of hadronic interaction models and composition models. We found that the choice of hadronic interaction models dominates the uncertainty to be ±25%. in P,He flux and ±50% in C,Fe flux at 10^{6.37}GeV.

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Publication Details

Published
2025-10-02
DOI
https://doi.org/10.22323/1.501.0461
Primary Topic
Gamma-ray bursts and supernovae
Type
article
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article

MC study of Bayesian unfolding using the Tibet AS gamma experiment

Ginga Imaizumi
Gamma-ray bursts and supernovae
article

MC study of Bayesian unfolding using the Tibet AS gamma experiment

Ginga Imaizumi
article en

Abstract

To investigate the mechanism responsible for the steepening beyond the knee, it is necessary to measure the energy spectra of individual nuclear elements. The Tibet AS𝛾 experiment is designed specifically to observe the shower maximum around the energy of the knee. It employs a high-density air-shower array (Tibet-III) to measure the charged particles, designated by the sum of charged particle density Σ𝜌,and a muon detector array to measure the total muon numberΣ𝑁𝜇 ,In this contribution, we report a Monte Carlo study for reconstructing the energy spectra of proton, Helium, Carbon group, and Iron group assuming an observation by the Tibet AS 𝛾 experiment.We applied a multidimensional unfolding method based on theBayes’theorem to the two-dimensional distribution of Σ𝜌 andΣ𝑁𝜇 ,and found that it is possible to determine the fluxes of individual nuclei. We also estimated the systematic uncertainties arising from the algorithm, choice of hadronic interaction models and composition models. We found that the choice of hadronic interaction models dominates the uncertainty to be ±25%. in P,He flux and ±50% in C,Fe flux at 10^{6.37}GeV.

Openalex Percentile: Top 81%
Gamma-ray bursts and supernovae
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