A Model-Independent Method of Determining Energy Scale and Muon Number in Cosmic Ray Surface Detectors
Fabian Schmidt, Maximo Ave, Lorenzo Cazon, Aaron Chou

TL;DR
This paper introduces a model-independent method to determine the energy scale and muon content of cosmic ray air showers using ground detector signals, reducing model dependence and improving composition analysis.
Contribution
A new approach to calibrate cosmic ray energy and measure muon numbers that minimizes reliance on hadronic interaction models.
Findings
Predicts ground particle fluxes with 10% accuracy across models
Provides a model-independent calibration method
Enables better constraints on cosmic ray composition
Abstract
Surface detector arrays are designed to measure the spectrum and composition of high-energy cosmic rays by detecting the secondary particle flux of the Extensive Air Showers (EAS) induced by the primary cosmic rays. Electromagnetic particles and muons constitute the dominant contribution to the ground detector signals. In this paper, we show that the ground signal deposit of an EAS can be described in terms of only very few parameters: the primary energy E, the zenith angle theta, the distance of the shower maximum X_max to the ground, and a muon flux normalization N_mu. This set of physical parameters is sufficient to predict the average particle fluxes at ground level to around 10% accuracy. We show that this is valid for hadronic air showers, using the two standard hadronic interaction models used in cosmic ray physics, QGSJetII and Sibyll, and for primaries from protons to iron.…
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