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In the present work we carry out a study of the high energy cosmic rays mass identification capabilities of a hybrid detector employing both fluorescence telescopes and particle detectors at ground using simulated data. It involves the…

High Energy Astrophysical Phenomena · Physics 2015-06-12 S. Riggi , A. Parra , G. Rodriguez , I. Valino , R. Vazquez , E. Zas

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

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 muonic and electromagnetic components of air showers are sensitive to the mass of the primary cosmic particle. The sizes of the components can be measured with particle detectors on ground, and the electromagnetic component in addition…

High Energy Astrophysical Phenomena · Physics 2019-05-07 Ewa M. Holt , Frank G. Schröder , Andreas Haungs

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

Detection of (ultra-) high-energy cosmic rays with the use of radio frequency emission from extensive air showers has been proven as complimentary to existing ground array detection techniques. Great progress has been made in the…

Instrumentation and Methods for Astrophysics · Physics 2019-08-13 Sijbrand de Jong

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

Our study exploits the Constant Intensity Cut principles applied simultaneously to muonic and electromagnetic detectors of cosmic rays. We use the fact that the ordering of events according to their signal sizes induced in different types…

High Energy Astrophysical Phenomena · Physics 2017-08-22 Jakub Vicha , Dalibor Nosek , Petr Travnicek , Jan Ebr

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 radio technique for the detection of cosmic particles has seen a major revival in recent years. New and planned experiments in the lab and the field, such as GLUE, Anita, LUNASKA, Codalema, LOPES as well as sophisticated Monte Carlo…

Astrophysics · Physics 2019-08-15 Heino Falcke

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

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 detection of extensive air showers (EAS) induced by cosmic rays via radio signals has undergone significant advancements in the last two decades. Numerous ultra-high energy cosmic ray experiments routinely capture radio pulses in the…

High Energy Astrophysical Phenomena · Physics 2025-10-14 Carlo S. Cruz Sanchez , Patricia M. Hansen , Matias Tueros , Jaime Alvarez-Muñiz , Diego G. Melo

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

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…

Extensive air showers still are our only access to the highest-energy particles in the universe, namely cosmic-ray nuclei with energies up to several 100 EeV. Studying open questions in cosmic-ray physics, like their yet unknown origin…

High Energy Astrophysical Phenomena · Physics 2017-04-21 Frank G. Schröder

A Monte-Carlo study to reconstruct energy and mass of cosmic rays with energies above 300 TeV using ground based measurements of the electromagnetic part of showers initiated in the atmosphere is presented. The shower properties determined…

Astrophysics · Physics 2007-05-23 A. Lindner

This analysis aims to determine the mass composition and energy of cosmic rays at energies above 100 TeV based on the lateral distribution of extensive air showers. Here, we propose quite a few air shower observables for reconstructing the…

High Energy Astrophysical Phenomena · Physics 2018-08-09 R. K. Dey , S. Dam , S. Ray , A. Basak , P. Chattopadhyay

Radio antennas have become a standard tool for the detection of cosmic-ray air showers in the energy range above $10^{16}\,$eV. The radio signal of these air showers is generated mostly due to the deflection of electrons and positrons in…

High Energy Astrophysical Phenomena · Physics 2025-10-28 Frank G. Schröder

Firm evidence for a radio emission counterpart of cosmic ray air showers is presented. By the use of an antenna array set up in coincidence with ground particle detectors, we find a collection of events for which both time and arrival…

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