The paper presents joint analysis of the characteristics of the electron-photon and Cherenkov components, and muons with a threshold ${ϵ}_{\mathrm{thr}}\ensuremath{\ge}1\text{ }\text{ }\mathrm{GeV}$ and zenith angles less than 60\ifmmode^\circ\else\textdegree\fi{}. The analysis is based on complex data of air shower registration. A quantitative estimation of muons at different distances from the shower axis and the ratio of muons and charged particles at a distance of 600 m are obtained. The empirical relationship found between ${\ensuremath{\rho}}_{\ensuremath{\mu}}(600)/{\ensuremath{\rho}}_{\ensuremath{\mu}+e}(600)$ and the depth of the maximum ${X}_{\mathrm{max}}$ estimated by Cherenkov light data. It allowed to estimate ${X}_{\mathrm{max}}$ in individual showers by fraction of muons ${\ensuremath{\rho}}_{\ensuremath{\mu}}(600)/{\ensuremath{\rho}}_{\ensuremath{\mu}+e}(600)$. From the set of such showers, the dependence of ${X}_{\mathrm{max}}$ on the energy ${E}_{0}$ was found. Mass composition of cosmic rays with highest energies is estimated by comparison of the experimental ${X}_{\mathrm{max}}$ and QGSJetII-04 simulation ${X}_{\mathrm{max}}$ for different primary nuclei. The composition of cosmic rays determined from the muon component of air showers, mainly consists of protons and helium nuclei in the energy range 5--10 EeV. At energies greater than 30 EeV the mass composition is becoming heavier due to CNO and iron nuclei.
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