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We focus on the primary composition of cosmic rays with the highest energies that cause extensive air showers in the Earth's atmosphere. A way of examining the two lowest order moments of the sample distribution of the depth of shower…

High Energy Astrophysical Phenomena · Physics 2016-01-08 Dalibor Nosek , Jan Ebr , Jakub Vícha , Petr Trávníček , Jana Nosková

The determination of the primary cosmic ray mass composition from the characteristics of extensive air showers (EAS), obtained at an observation level in the lower half of the atmosphere, is still an open problem. In this work we propose a…

Astrophysics · Physics 2007-05-23 M. Ambrosio , C. Aramo , D. D'Urso , A. D. Erlykin , F. Guarino , A. Insolia

We apply statistical inference on the Pierre Auger Open Data to discern for the first time the full mass composition of cosmic rays at different energies. Working with longitudinal electromagnetic profiles of cosmic ray showers, in…

High Energy Astrophysical Phenomena · Physics 2023-07-26 Blaz Bortolato , Jernej F. Kamenik , Michele Tammaro

The mass composition of high energy cosmic rays above $10^{17}$ eV is a crucial issue to solve some open questions in astrophysics such as the acceleration and propagation mechanisms. Unfortunately, the standard procedures to identify the…

Astrophysics · Physics 2008-11-26 F. Catalani , J. A. Chinellato , V. de Souza , J. Takahashi , G. M. S. Vasconcelos

We study basic characteristics of distributions of the depths of shower maximum in air showers caused by cosmic rays with the highest energies. The consistency between their average values and widths, and their energy dependences are…

High Energy Astrophysical Phenomena · Physics 2013-09-24 D. Nosek , J. Vicha , J. Noskova , J. Ebr

We present a new methodology to discriminate between light and heavy ultra-high energy cosmic-ray primaries on an event-by-event basis using information from the radio detection of extensive air showers at MHz frequencies. Similarly to…

High Energy Astrophysical Phenomena · Physics 2019-03-18 Washington R. Carvalho , Jaime Alvarez-Muñiz

The mass composition of ultra-high-energy cosmic rays (UHECRs) is commonly inferred from the first two moments of the depth of shower maximum, $X_{\rm max}$, measured by fluorescence and hybrid detectors. Such analyses require fast and…

High Energy Astrophysical Phenomena · Physics 2026-02-23 Carmelo Evoli , Igor Vaiman , Sergio Petrera , Francesco Salamida

We present an updated cosmic-ray mass composition analysis in the energy range $10^{16.8}$ to $10^{18.3}$ eV from 334 air showers measured with the LOFAR radio telescope, and selected for minimal bias. In this energy range, the origin of…

The atmospheric depth where the energy deposit profile of secondary particles from extensive air showers (EAS) reaches its maximum, $X_{\rm max}$, is related to the primary particle mass. The mass composition of the ultra-high energy cosmic…

High Energy Astrophysical Phenomena · Physics 2020-02-19 Nicusor Arsene , Octavian Sima

We study the possibility to reconstruct primary mass composition with the use of combinations of basic shower characteristics, measured in hybrid experiments, such as depth of shower maximum from fluorescence side and signal in water…

High Energy Astrophysical Phenomena · Physics 2009-10-20 A. Yushkov , M. Ambrosio , C. Aramo , F. Guarino , D. D'Urso , L. Valore

The composition of ultra-high energy cosmic rays is an important issue in astroparticle physics research, and additional experimental results are required for further progress. Here we investigate what can be learned from the statistical…

High Energy Astrophysical Phenomena · Physics 2012-03-19 Patrick Younk , Markus Risse

The standard method to estimate the mass of a cosmic ray is the measurement of the atmospheric depth of the shower maximum ($X_\text{max}$). This depth is strongly correlated with the mass of the primary because it depends on the…

Instrumentation and Methods for Astrophysics · Physics 2019-08-13 Florian Gaté

The composition of ultra-high energy cosmic rays is still poorly known and constitutes a very important topic in the field of high-energy astrophysics. Detection of ultra-high energy cosmic rays is carried out via the extensive air showers…

High Energy Astrophysical Phenomena · Physics 2018-08-23 F. Gaté , B. Revenu , D. García-Fernández , V. Marin , R. Dallier , A. Escudié , L. Martin

The results on ultra-high-energy cosmic rays (UHECR) mass composition obtained with the Telescope Array surface detector are presented. The analysis employs the boosted decision tree (BDT) multivariate analysis built upon 14 observables…

High Energy Astrophysical Phenomena · Physics 2019-01-30 Telescope Array Collaboration , R. U. Abbasi , M. Abe , T. Abu-Zayyad , M. Allen , R. Azuma , E. Barcikowski , J. W. Belz , D. R. Bergman , S. A. Blake , R. Cady , B. G. Cheon , J. Chiba , M. Chikawa , A. di Matteo , T. Fujii , K. Fujita , M. Fukushima , G. Furlich , T. Goto , W. Hanlon , M. Hayashi , Y. Hayashi , N. Hayashida , K. Hibino , K. Honda , D. Ikeda , N. Inoue , T. Ishii , R. Ishimori , H. Ito , D. Ivanov , H. M. Jeong , S. Jeong , C. C. H. Jui , K. Kadota , F. Kakimoto , O. Kalashev , K. Kasahara , H. Kawai , S. Kawakami , S. Kawana , K. Kawata , E. Kido , H. B. Kim , J. H. Kim , J. H. Kim , S. Kishigami , S. Kitamura , Y. Kitamura , V. Kuzmin , M. Kuznetsov , Y. J. Kwon , K. H. Lee , B. Lubsandorzhiev , J. P. Lundquist , K. Machida , K. Martens , T. Matsuyama , J. N. Matthews , R. Mayta , M. Minamino , K. Mukai , I. Myers , K. Nagasawa , S. Nagataki , R. Nakamura , T. Nakamura , T. Nonaka , H. Oda , S. Ogio , J. Ogura , M. Ohnishi , H. Ohoka , T. Okuda , Y. Omura , M. Ono , R. Onogi , A. Oshima , S. Ozawa , I. H. Park , M. S. Piskunov , M. S. Pshirkov , J. Remington , D. C. Rodriguez , G. Rubtsov , D. Ryu , H. Sagawa , R. Sahara , K. Saito , Y. Saito , N. Sakaki , N. Sakurai , L. M. Scott , T. Seki , K. Sekino , P. D. Shah , F. Shibata , T. Shibata , H. Shimodaira , B. K. Shin , H. S. Shin , J. D. Smith , P. Sokolsky , B. T. Stokes , S. R. Stratton , T. A. Stroman , T. Suzawa , Y. Takagi , Y. Takahashi , M. Takamura , M. Takeda , R. Takeishi , A. Taketa , M. Takita , Y. Tameda , H. Tanaka , K. Tanaka , M. Tanaka , S. B. Thomas , G. B. Thomson , P. Tinyakov , I. Tkachev , H. Tokuno , T. Tomida , S. Troitsky , Y. Tsunesada , K. Tsutsumi , Y. Uchihori , S. Udo , F. Urban , T. Wong , M. Yamamoto , R. Yamane , H. Yamaoka , K. Yamazaki , J. Yang , K. Yashiro , Y. Yoneda , S. Yoshida , H. Yoshii , Y. Zhezher , Z. Zundel

The mass composition of cosmic rays contains important clues about their origin. Accurate measurements are needed to resolve long-standing issues such as the transition from Galactic to extragalactic origin, and the nature of the cutoff…

Instrumentation and Methods for Astrophysics · Physics 2015-06-22 S. Buitink , A. Corstanje , J. E. Enriquez , H. Falcke , J. R. Hörandel , T. Huege , A. Nelles , J. P. Rachen , P. Schellart , O. Scholten , S. ter Veen , S. Thoudam , T. N. G. Trinh

Cosmic rays are the highest energy particles found in nature. Measurements of the mass composition of cosmic rays between 10^{17} eV and 10^{18} eV are essential to understand whether this energy range is dominated by Galactic or…

High Energy Astrophysical Phenomena · Physics 2016-05-03 S. Buitink , A. Corstanje , H. Falcke , J. R. Hörandel , T. Huege , A. Nelles , J. P. Rachen , L. Rossetto , P . Schellart , O. Scholten , S. ter Veen , S. Thoudam , T. N. G. Trinh , J. Anderson , A. Asgekar , I. M. Avruch , M. E. Bell , M. J. Bentum , G. Bernardi , P. Best , A. Bonafede , F. Breitling , J. W. Broderick , W. N. Brouw , M. Brüggen , H. R. Butcher , D. Carbone , B. Ciardi , J. E. Conway , F. de Gasperin , E. de Geus , A. Deller , R. -J. Dettmar , G. van Diepen , S. Duscha , J. Eislöffel , D. Engels , J. E. Enriquez , R. A. Fallows , R. Fender , C. Ferrari , W. Frieswijk , M. A. Garrett , J. M. Griessmeier , A. W. Gunst , M. P. van Haarlem , T. E. Hassall , G. Heald , J. W. T. Hessels , M. Hoeft , A. Horneffer , M. Iacobelli , H. Intema , E. Juette , A. Karastergiou , V. I. Kondratiev , M. Kramer , M. Kuniyoshi , G. Kuper , J. van Leeuwen , G. M. Loose , P. Maat , G. Mann , S. Markoff , R. McFadden , D. McKay-Bukowski , J. P. McKean , M. Mevius , D. D. Mulcahy , H. Munk , M. J. Norden , E. Orru , H. Paas , M. Pandey-Pommier , V. N. Pandey , M. Pietka , R. Pizzo , A. G. Polatidis , W. Reich , H. J. A. Röttgering , A. M. M. Scaife , D. J. Schwarz , M. Serylak , J. Sluman , O. Smirnov , B. W. Stappers , M. Steinmetz , A. Stewart , J. Swinbank , M. Tagger , Y. Tang , C. Tasse , M. C. Toribio , R. Vermeulen , C. Vocks , C. Vogt , R. J. van Weeren , R. A. M. J. Wijers , S. J. Wijnholds , M. W. Wise , O. Wucknitz , S. Yatawatta , P. Zarka , J. A. Zensus

The Pierre Auger Observatory has driven the field of ultra-high-energy cosmic ray (UHECR) physics, producing several groundbreaking observations over the last 20 years. One of the most striking findings has been the complex evolution of…

High Energy Astrophysical Phenomena · Physics 2025-07-22 Eric Mayotte

We explore the feasibility of estimating primary cosmic ray composition at ultra high energies from the sum of muon, electron and photon densities and the depth of maximum of extensive air showers detected by the Auger Observatory. From the…

High Energy Physics - Experiment · Physics 2007-05-23 Luiz Americo de Carvalho , Carola Dobrigkeit

One of the main goals of investigations using present and future giant extensive air shower (EAS) arrays is the mass composition of ultra-high energy cosmic rays (UHECRs). A new approach to the problem is presented, combining analysis of…

Instrumentation and Methods for Astrophysics · Physics 2013-01-21 A. A. Ivanov

We suggest a method which improves the precision of studies of the primary composition of ultra-high-energy cosmic rays. Two principal ingredients of the method are (1) comparison of the observed and simulated parameters for individual…

Astrophysics · Physics 2008-11-26 D. S. Gorbunov , G. I. Rubtsov , S. V. Troitsky
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