Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Open Access
  • Access by Xinjiang University

Depth of maximum of air-shower profiles above 1017.7eV measured with the fluorescence detector of the Pierre Auger Observatory

A. Abdul Halim13, P. Abreu67, M. Aglietta50,49, M. Ahmed31, I. Allekotte1, K. Almeida Cheminant75,74, R. Aloisio42,43, J. Alvarez-Muñiz73, A. Ambrosone42,43 et al. (Pierre Auger Collaboration)

A. Ambrosone42,43, J. Ammerman Yebra73, L. Anchordoqui79, B. Andrada7, L. Andrade Dourado42,43, L. Apollonio55,46, C. Aramo47, E. Arnone59,49, J. C. Arteaga Velázquez63, P. Assis67, G. Avila11, E. Avocone53,43, A. Bakalova29, Y. Balibrea11, A. Baluta70, F. Barbato42,43, A. Bartz Mocellin78, J. P. Behler10, J. A. Bellido13, C. Berath, M. E. Bertaina59,49, M. Bianciotto39, P. L. Biermanna, V. Binet5, K. Bismark35,7, T. Bister74,75, J. Biteau33,j, J. Blazek29, J. Blümer37, M. Boháčová29, D. Boncioli53,43, C. Bonifazi16,8, N. Borodai65, J. Brackf, P. G. Brichetto Orquera7,37, A. Bueno72, S. Buitink15, A. Bwembya74,75, T. R. Caba Pineda37, K. S. Caballero-Mora62, S. Cabana-Freire73, L. Caccianiga55,46, J. Caraça-Valente78, R. Caruso54,44, A. Castellina50,49, F. Catalani18, G. Cataldi45, L. Cazon73, M. Cerda10, B. Čermáková37, A. Cermenati42,43, K. Cerny30, J. A. Chinellato21, J. Chudoba29, L. Chytka30, R. W. Clay13, A. C. Cobos Cerutti6, R. Colalillo56,47, R. Conceição67, G. Consolati46,51, M. Conte52,45, F. Convenga42,43, D. Correia dos Santos25, P. J. Costa67, C. E. Covault77, M. Cristinziani41, C. S. Cruz Sanchez3, S. Dasso4,2, K. Daumiller37, B. R. Dawson13, R. M. de Almeida25, E.-T. de Boone41, B. de Errico25, J. de Jesús73, S. J. de Jong74,75, J. R. T. de Mello Neto25, I. De Mitri42,43, D. de Oliveira Franco40, F. de Palma52,45, V. de Souza19, E. De Vito52,45, A. Del Popolo54,44, O. Deligny31, N. Denner29, K. Denner Syrokvas28, L. Deval49, A. di Matteo49, C. Dobrigkeit21, J. C. D’Olivo64, L. M. Domingues Mendes16,67, T. Dominguez1, Y. Dominguez Ballesteros27, Q. Dorosti41, R. C. dos Anjos24, J. Ebr29, F. Ellwanger37, R. Engel35,37, I. Epicoco52,45, M. Erdmann38, A. Etchegoyen7,12, C. Evoli42,43, H. Falcke74,76,75, G. Farrar81, A. C. Fauth21, T. Fehler41, F. Feldbusch36, A. Fernandes67, M. Fernández Alonso14, B. Fick80, J. M. Figueira7, P. Filip35,7, A. Filipčič71,70, T. Fitoussi37, B. Flaggs83, A. Franco45, M. Freitas67, T. Fujii82,i, A. Fuster7,12, C. Galea74, B. García6, C. Gaudu34, P. L. Ghia31, U. Giaccari45, M. Giammarco53,43, C. Glaser39, F. Gobbi10, F. Gollan7, G. Golup1, P. F. Gómez Vitale11, J. P. Gongora11, N. González7, D. Góra65, A. Gorgi50,49, M. Gottowik37, F. Guarino56,47, G. P. Guedes22, Y. C. Guerra10, L. Gülzow37, S. Hahn35, P. Hamal29, M. R. Hampel7, P. Hansen3, V. M. Harvey13, A. Haungs37, M. Havelka29, T. Hebbeker38, C. Hojvatd, J. R. Hörandel74,75, P. Horvath30, M. Hrabovský30, T. Huege37,15, A. Insolia54,44, P. G. Isar69, M. Ismaiel74,75, P. Janecek29, V. Jilek29, K.-H. Kampert34, B. Keilhauer37, V. V. Kizakke Covilakam7,37, H. O. Klages37, M. Kleifges36, A. Klingel29, J. Köhler37, F. Krieger38, M. Kubatova29, N. Kunka36, B. L. Lago17, N. Langner38, N. Leal7, M. A. Leigui de Oliveira23, Y. Lema-Capeans73, A. Letessier-Selvon32, I. Lhenry-Yvon31, L. Lopes67, J. P. Lundquist70, M. Mallamaci57,44, S. Mancuso50,49, D. Mandat29, P. Mantschd, A. G. Mariazzi3, C. Marinelli42,43, I. C. Mariş14, G. Marsella57,44, D. Martello52,45, S. Martinelli37,7, O. Martínez Bravo60, A. Martínez-Mendez27, M. A. Martins29, H.-J. Mathes37, J. Matthewsg, G. Matthiae58,48, E. Mayotte78, S. Mayotte78, P. O. Mazurd, G. Medina-Tanco64, J. Meinert34, D. Melo7, A. Menshikov36, C. Merx37, S. Michal29, M. I. Micheletti5, L. Miramonti55,46, M. Mogarkar65, S. Mollerach1, F. Montaneth, L. Morejon34, K. Mulrey74,75, R. Mussa49, W. M. Namasaka34, S. Negi29, L. Nellen64, K. Nguyen80, G. Nicora9, M. Niechciol41, D. Nitz80, D. Nosek28, A. Novikov83, V. Novotny28, L. Nožka30, A. Nucita52,45, L. A. Núñez27, S. E. Nuza4, J. Ochoa7,37, M. Olegario19, C. Oliveira20, L. Östman29, M. Palatka29, J. Pallotta9, G. Parente73, T. Paulsen34, J. Pawlowsky34, M. Pech29, J. Pȩkala65, R. Pelayo61, V. Pelgrims14, C. Pérez Bertolli73, L. Perrone52,45, S. Petrera42,43, T. Pierog37, M. Pimenta67, M. Platino7, B. Pont74, M. Pourmohammad Shahvar57,44, P. Privitera82, C. Priyadarshi65, M. Prouza29, K. Pytel66, S. Querchfeld34, J. Rautenberg34, D. Ravignani7, J. V. Reginatto Akim21, M. Z. Rennó21, A. Reuzki38, J. Ridky29, F. Riehn39, M. Risse41, V. Rizi53,43, B. Rocha Moldes73, E. Rodriguez7,37, G. Rodriguez Fernandez48, J. Rodriguez Rojo11, S. Rossoni40, M. Roth37, E. Roulet1, A. C. Rovero4, A. Saftoiu68, M. Saharan74, F. Salamida53,43, H. Salazar60, G. Salina48, P. Sampathkumar37, N. San Martin78, J. D. Sanabria Gomez27, F. Sánchez7, F. M. Sánchez Rodriguez73, E. Santos29, F. Sarazin78, R. Sarmento67, R. Sato11, P. Savina42,43, V. Scherini52,45, H. Schieler37, M. Schimp34, D. Schmidt37, O. Scholten15,b, H. Schoorlemmer74,75, P. Schovánek29, F. G. Schröder83,37, J. Schulte38, T. Schulz29, S. J. Sciutto3, M. Scornavacche7, A. Sedoski7, S. Sehgal34, S. U. Shivashankara70, G. Sigl40, K. Simkova15,14, F. Simon36, R. Šmída82, S. Soares Sippert25, P. Sommerse, S. Stanič70, J. Stasielak65, P. Stassih, S. Strähnz35, M. Straub38, T. Suomijärvi33, A. D. Supanitsky7, Z. Svozilikova29, Z. Szadkowski66, F. Tairli13, A. Tapia26, C. Taricco59,49, C. Timmermans75,74, O. Tkachenko29, P. Tobiska29, C. J. Todero Peixoto18, B. Tomé67, A. Travaini10, P. Travnicek29, C. Trimarelli42,43, M. Tueros3, M. Unger37, R. Uzeiroska-Geyik34, L. Vaclavek30, M. Vacula30, I. Vaiman42,43, J. F. Valdés Galicia64, L. Valore56,47, P. van Dillen74,75, E. Varela60, V. Vašíčková34, A. Vásquez-Ramírez27, D. Veberič37, I. D. Vergara Quispe3, S. Verpoest83, V. Verzi48, J. Vicha29, S. Vorobiov70, J. B. Vuta29, C. Watanabe25, A. A. Watsonc, A. Weindl37, M. Weitz34, L. Wiencke78, H. Wilczyński65, B. Wundheiler7, B. Yue34, A. Yushkov29, E. Zas73, D. Zavrtanik70,71, and M. Zavrtanik71,70 (Pierre Auger Collaboration)

  • 1Centro Atómico Bariloche and Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
  • 2Departamento de Física and Departamento de Ciencias de la Atmósfera y los Océanos, FCEyN, Universidad de Buenos Aires and CONICET, Buenos Aires, Argentina
  • 3IFLP, Universidad Nacional de La Plata and CONICET, La Plata, Argentina
  • 4Instituto de Astronomía y Física del Espacio (IAFE, CONICET-UBA), Buenos Aires, Argentina
  • 5Instituto de Física de Rosario (IFIR)—CONICET/U. N. R. and Facultad de Ciencias Bioquímicas y Farmacéuticas U.N.R., Rosario, Argentina
  • 6Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), and Universidad Tecnológica Nacional—Facultad Regional Mendoza (CONICET/CNEA), Mendoza, Argentina
  • 7Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
  • 8International Center of Advanced Studies and Instituto de Ciencias Físicas, ECyT-UNSAM and CONICET, Campus Miguelete—San Martín, Buenos Aires, Argentina
  • 9Laboratorio Atmósfera—Departamento de Investigaciones en Láseres y sus Aplicaciones—UNIDEF (CITEDEF-CONICET), Argentina
  • 10Observatorio Pierre Auger, Malargüe, Argentina
  • 11Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina
  • 12Universidad Tecnológica Nacional—Facultad Regional Buenos Aires, Buenos Aires, Argentina
  • 13Adelaide University, Adelaide, S.A., Australia
  • 14Université Libre de Bruxelles (ULB), Brussels, Belgium
  • 15Vrije Universiteit Brussels, Brussels, Belgium
  • 16Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, RJ, Brazil
  • 17Centro Federal de Educação Tecnológica Celso Suckow da Fonseca, Petropolis, Brazil
  • 18Universidade de São Paulo, Escola de Engenharia de Lorena, Lorena, SP, Brazil
  • 19Universidade de São Paulo, Instituto de Física de São Carlos, São Carlos, SP, Brazil
  • 20Universidade de São Paulo, Instituto de Física, São Paulo, SP, Brazil
  • 21Universidade Estadual de Campinas (UNICAMP), IFGW, Campinas, SP, Brazil
  • 22Universidade Estadual de Feira de Santana, Feira de Santana, Brazil
  • 23Universidade Federal do ABC, Santo André, SP, Brazil
  • 24Universidade Federal do Paraná, Setor Palotina, Palotina, Brazil
  • 25Universidade Federal do Rio de Janeiro, Instituto de Física, Rio de Janeiro, RJ, Brazil
  • 26Universidad de Medellín, Medellín, Colombia
  • 27Universidad Industrial de Santander, Bucaramanga, Colombia
  • 28Charles University, Faculty of Mathematics and Physics, Institute of Particle and Nuclear Physics, Prague, Czech Republic
  • 29Institute of Physics of the Czech Academy of Sciences, Prague, Czech Republic
  • 30Palacky University, Olomouc, Czech Republic
  • 31CNRS/IN2P3, IJCLab, Université Paris-Saclay, Orsay, France
  • 32Laboratoire de Physique Nucléaire et de Hautes Energies (LPNHE), Sorbonne Université, Université de Paris, CNRS-IN2P3, Paris, France
  • 33Université Paris-Saclay, CNRS/IN2P3, IJCLab, Orsay, France
  • 34Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
  • 35Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
  • 36Karlsruhe Institute of Technology (KIT), Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe, Germany
  • 37Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
  • 38RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
  • 39TU Dortmund University, Department of Physics, Dortmund, Germany
  • 40Universität Hamburg, II. Institut für Theoretische Physik, Hamburg, Germany
  • 41Universität Siegen, Department Physik—Experimentelle Teilchenphysik, Siegen, Germany
  • 42Gran Sasso Science Institute, L’Aquila, Italy
  • 43INFN Laboratori Nazionali del Gran Sasso, Assergi (L’Aquila), Italy
  • 44INFN, Sezione di Catania, Catania, Italy
  • 45INFN, Sezione di Lecce, Lecce, Italy
  • 46INFN, Sezione di Milano, Milano, Italy
  • 47INFN, Sezione di Napoli, Napoli, Italy
  • 48INFN, Sezione di Roma “Tor Vergata”, Roma, Italy
  • 49INFN, Sezione di Torino, Torino, Italy
  • 50Osservatorio Astrofisico di Torino (INAF), Torino, Italy
  • 51Politecnico di Milano, Dipartimento di Scienze e Tecnologie Aerospaziali, Milano, Italy
  • 52Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
  • 53Università dell’Aquila, Dipartimento di Scienze Fisiche e Chimiche, L’Aquila, Italy
  • 54Università di Catania, Dipartimento di Fisica e Astronomia “Ettore Majorana“, Catania, Italy
  • 55Università di Milano, Dipartimento di Fisica, Milano, Italy
  • 56Università di Napoli “Federico II”, Dipartimento di Fisica “Ettore Pancini”, Napoli, Italy
  • 57Università di Palermo, Dipartimento di Fisica e Chimica ”E. Segrè”, Palermo, Italy
  • 58Università di Roma “Tor Vergata”, Dipartimento di Fisica, Roma, Italy
  • 59Università Torino, Dipartimento di Fisica, Torino, Italy
  • 60Benemérita Universidad Autónoma de Puebla, Puebla, México
  • 61Unidad Profesional Interdisciplinaria en Ingeniería y Tecnologías Avanzadas del Instituto Politécnico Nacional (UPIITA-IPN), México, D.F., México
  • 62Universidad Autónoma de Chiapas, Tuxtla Gutiérrez, Chiapas, México
  • 63Universidad Michoacana de San Nicolás de Hidalgo, Morelia, Michoacán, México
  • 64Universidad Nacional Autónoma de México, México, D.F., México
  • 65Institute of Nuclear Physics PAN, Krakow, Poland
  • 66University of Łódź, Faculty of High-Energy Astrophysics,Łódź, Poland
  • 67Laboratório de Instrumentação e Física Experimental de Partículas—LIP and Instituto Superior Técnico—IST, Universidade de Lisboa—UL, Lisboa, Portugal
  • 68“Horia Hulubei” National Institute for Physics and Nuclear Engineering, Bucharest-Magurele, Romania
  • 69Institute of Space Science, Bucharest-Magurele, Romania
  • 70Center for Astrophysics and Cosmology (CAC), University of Nova Gorica, Nova Gorica, Slovenia
  • 71Experimental Particle Physics Department, J. Stefan Institute, Ljubljana, Slovenia
  • 72Universidad de Granada and C.A.F.P.E., Granada, Spain
  • 73Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
  • 74IMAPP, Radboud University Nijmegen, Nijmegen, The Netherlands
  • 75Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, The Netherlands
  • 76Stichting Astronomisch Onderzoek in Nederland (ASTRON), Dwingeloo, The Netherlands
  • 77Case Western Reserve University, Cleveland, Ohio, USA
  • 78Colorado School of Mines, Golden, Colorado, USA
  • 79Department of Physics and Astronomy, Lehman College, City University of New York, Bronx, New York, USA
  • 80Michigan Technological University, Houghton, Michigan, USA
  • 81New York University, New York, New York, USA
  • 82University of Chicago, Enrico Fermi Institute, Chicago, Illinois, USA
  • 83University of Delaware, Department of Physics and Astronomy, Bartol Research Institute, Newark, Delaware, USA

  • aMax-Planck-Institut für Radioastronomie, Bonn, Germany.
  • balso at Kapteyn Institute, University of Groningen, Groningen, The Netherlands.
  • cSchool of Physics and Astronomy, University of Leeds, Leeds, United Kingdom.
  • dFermi National Accelerator Laboratory, Fermilab, Batavia, Illinois, USA (Affiliation for identification purposes only).
  • ePennsylvania State University, University Park, Pennsylvania , USA.
  • fColorado State University, Fort Collins, Colorado, USA.
  • gLouisiana State University, Baton Rouge, Louisiana, USA.
  • hUniversité Grenoble Alpes, CNRS, Grenoble Institute of Engineering, LPSC-IN2P3, Grenoble, France.
  • inow at Graduate School of Science, Osaka Metropolitan University, Osaka, Japan.
  • jInstitut universitaire de France (IUF), France.

Phys. Rev. D 114, 043016 – Published 10 August, 2026

DOI: https://doi.org/10.1103/n616-15v5

Abstract

We present measurements of the depth of shower maximum, Xmax, for cosmic-ray-induced extensive air showers recorded by the fluorescence detector of the Pierre Auger Observatory over 17 years. The dataset covers primary energies from 1017.7eV to beyond 1019.6eV. With improved event reconstruction and an exposure 2.4 times larger than in our previous analysis, this work confirms and refines our conclusions on the mass composition at ultrahigh energies. The energy evolution of the mean Xmax exhibits a pronounced break at a cosmic-ray energy of about 1018.4eV, providing direct, model-independent evidence for a change in the evolution of the mass composition. Independently, the observed decrease of the Xmax fluctuations with energy indicates a transition toward a heavier and less diverse primary mass composition. No statistically significant declination dependence of the Xmax distributions is observed within the exposure of the Observatory, consistent with an isotropic mass composition at the sensitivity of this analysis. The mean and standard deviation of the Xmax distributions, interpreted with air-shower simulations, yield the energy dependence of the average and variance of the logarithmic mass of cosmic rays arriving at Earth. Furthermore, energy-dependent fractional abundances of four representative primary-mass groups (p, He, CNO, Fe) are obtained by fitting the observed Xmax distributions in each energy bin with a weighted sum of elemental templates. These results provide strong evidence against a long-standing assumption that ultrahigh-energy cosmic rays are predominantly protons: above 1018.4eV, the average cosmic-ray mass increases, accompanied by a steadily decreasing diversity in the elemental composition.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (80)

  1. N. Globus and R. D. Blandford, Ultrahigh-energy cosmic rays, Annu. Rev. Astron. Astrophys. 63, 339 (2025).
  2. K. Greisen, Cosmic Ray Showers, Annu. Rev. Nucl. Part. Sci. 10, 63 (1960).
  3. J. Linsley and A. A. Watson, Validity of scaling to 1020eV and high-energy cosmic-ray composition, Phys. Rev. Lett. 46, 459 (1981).
  4. J. Engel et al., Nucleus-nucleus collisions and interpretation of cosmic-ray cascades, Phys. Rev. D 46, 5013 (1992).
  5. J. Matthews, A Heitler model of extensive air showers, Astropart. Phys. 22, 387 (2005).
  6. K.-H. Kampert and M. Unger, Measurements of the cosmic ray composition with air shower experiments, Astropart. Phys. 35, 660 (2012).
  7. P. Abreu et al. (Pierre Auger Collaboration), Interpretation of the depths of maximum of extensive air showers measured by the pierre auger observatory, J. Cosmol. Astropart. Phys. 02 (2013) 026.
  8. S. Ostapchenko, Total and diffractive cross sections in enhanced Pomeron scheme, Phys. Rev. D 81, 114028 (2010).
  9. T. Pierog et al., EPOS LHC: Test of collective hadronization with data measured at the CERN Large Hadron Collider, Phys. Rev. C 92, 034906 (2015).
  10. F. Riehn et al., Hadronic interaction model Sibyll 2.3d and extensive air showers, Phys. Rev. D 102, 063002 (2020).
  11. S. Ostapchenko, QGSJET-III model of high energy hadronic interactions. II. Particle production and extensive air shower characteristics, Phys. Rev. D 109, 094019 (2024).
  12. T. Pierog and K. Werner, epos lhc-r: Up-to-date hadronic model for EAS simulations, Proc. Sci. ICRC2023 (2023) 230.
  13. J. Albrecht et al., Global tuning of hadronic interaction models with accelerator-based and astroparticle data, Nat. Rev. Phys. 8, 98 (2026).
  14. A. Aab et al. (Pierre Auger Collaboration), The Pierre Auger cosmic ray observatory, Nucl. Instrum. Methods Phys. Res., Sect. A 798, 172 (2015).
  15. J. Abraham et al. (Pierre Auger Collaboration), Measurement of the depth of maximum of extensive air showers above 1018eV, Phys. Rev. Lett. 104, 091101 (2010).
  16. A. Aab et al. (Pierre Auger Collaboration), Depth of maximum of air-shower profiles at the Pierre Auger Observatory. I. Measurements at energies above 1017.8eV, Phys. Rev. D 90, 122005 (2014).
  17. A. Aab et al. (Pierre Auger Collaboration), Depth of maximum of air-shower profiles at the Pierre Auger Observatory. II. Composition implications, Phys. Rev. D 90, 122006 (2014).
  18. A. Aab et al. (Pierre Auger Collaboration), The Pierre Auger Observatory Upgrade—Preliminary Design Report, arXiv:1604.03637.
  19. I. Allekotte et al. (Pierre Auger Collaboration), The surface detector system of the Pierre Auger Observatory, Nucl. Instrum. Methods Phys. Res., Sect. A 586, 409 (2008).
  20. J. Abraham et al. (Pierre Auger Collaboration), The fluorescence detector of the Pierre Auger Observatory, Nucl. Instrum. Methods Phys. Res., Sect. A 620, 227 (2010).
  21. J. Abraham et al. (Pierre Auger Collaboration), Properties and performance of the prototype instrument for the Pierre Auger Observatory, Nucl. Instrum. Methods Phys. Res., Sect. A 523, 50 (2004).
  22. F. Sanchez et al. (Pierre Auger Collaboration), The AMIGA detector of the Pierre Auger Observatory, in Proceedings of the 32nd ICRC, (Beijing, China, 2011), 3, 149.
  23. H.-J. Mathes et al. (Pierre Auger Collaboration), The HEAT Telescopes of the Pierre Auger Observatory—Status and First Data, Proceedings of the 32nd ICRC, (Beijing, China, 2011), 3, 153.
  24. J. T. Brack et al., Absolute photometric calibration of large aperture optical systems, Astropart. Phys. 20, 653 (2004).
  25. A. C. Rovero et al., Multi-wavelength calibration procedure for the Pierre Auger Observatory Fluorescence Detectors, Astropart. Phys. 31, 305 (2009).
  26. J. T. Brack et al., Absolute calibration of a large-diameter light source, J. Instrum. 8, P05014 (2013).
  27. P. Abreu et al. (Pierre Auger Collaboration), Description of atmospheric conditions at the Pierre Auger Observatory using the Global Data Assimilation System (GDAS), Astropart. Phys. 35, 591 (2012).
  28. B. Fick et al., The central laser facility at the Pierre Auger Observatory, J. Instrum. 1, P11003 (2006).
  29. J. Abraham et al. (Pierre Auger Collaboration), A study of the effect of molecular and aerosol conditions in the atmosphere on air fluorescence measurements at the Pierre Auger Observatory, Astropart. Phys. 33, 108 (2010).
  30. V. M. Harvey et al. (Pierre Auger Collaboration), A new cross-check and review of aerosol attenuation measurements at the Pierre Auger Observatory, EPJ Web Conf. 444, 300 (2023).
  31. J. Chirinos et al. (Pierre Auger Collaboration), Cloud Monitoring at the Pierre Auger Observatory, in Proceedings of the 33rd ICRC, (Rio de Janeiro, Brazil, 2013), 33, 2244.
  32. P. Abreu et al. (Pierre Auger Collaboration), Identifying clouds over the Pierre Auger Observatory using infrared satellite data, Astropart. Phys. 50–52, 92 (2013).
  33. P. Sommers, Capabilities of a giant hybrid air shower detector, Astropart. Phys. 3, 349 (1995).
  34. B. R. Dawson, H. Y. Dai, P. Sommers, and S. Yoshida, Simulations of a giant hybrid air shower detector, Astropart. Phys. 5, 239 (1996).
  35. A. N. Bunner, K. Greisen, and P. B. Landecker, An imaging system for EAS optical emission, Can. J. Phys. Suppl. 46, 266 (1968).
  36. M. Risse and D. Heck, Energy release in air showers, Astropart. Phys. 20, 661 (2004).
  37. M. Unger, B. R. Dawson, R. Engel, F. Schussler, and R. Ulrich, Reconstruction of longitudinal profiles of Ultra-High energy cosmic ray showers from fluorescence and cherenkov light measurements, Nucl. Instrum. Methods Phys. Res., Sect. A 588, 433 (2008).
  38. T. K. Gaisser and A. M. Hillas, Reliability of the Method of Constant Intensity Cuts for Reconstructing the Average Development of Vertical Showers, in Proceedings of the 15th ICRC, (Plovdiv, Bulgaria, 1977), 8, 353.
  39. S. Andringa, R. Conceicao, and M. Pimenta, Mass composition and cross-section from the shape of cosmic ray shower longitudinal profiles, Astropart. Phys. 34, 360 (2011).
  40. J. Bellido et al. (Pierre Auger Collaboration), The fitting procedure for longitudinal shower profiles observed with the fluorescence detector of the Pierre Auger Observatory, Proc. Sci. ICRC2023 (2023) 211.
  41. A. Aab et al. (Pierre Auger Collaboration), Data-driven estimation of the invisible energy of cosmic ray showers with the Pierre Auger Observatory, Phys. Rev. D 100, 082003 (2019).
  42. A. Aab et al. (Pierre Auger Collaboration), Measurement of the cosmic-ray energy spectrum above 2.5×1018eV using the Pierre Auger Observatory, Phys. Rev. D 102, 062005 (2020).
  43. P. Abreu et al. (Pierre Auger Collaboration), The lateral trigger probability function for the ultra-high energy cosmic ray showers detected by the Pierre Auger Observatory, Astropart. Phys. 35, 266 (2011).
  44. V. M. Harvey et al. (Pierre Auger Collaboration), Real-Time measurements with atmospheric instruments at the pierre auger observatory, Proc. Sci., ICRC2019 (2021) 283.
  45. Pierre Auger Collaboration, Supplementary data and tables on zenodo (2026), 10.5281/zenodo.18024023.
  46. P. Abreu et al. (Pierre Auger Collaboration), The exposure of the hybrid detector of the Pierre Auger Observatory, Astropart. Phys. 34, 368 (2011).
  47. E. Santos et al. (Pierre Auger Collaboration), Update on the offline framework for AugerPrime and production of reference simulation libraries using the VO auger grid resources, Proc. Sci. ICRC2023 (2023) 248.
  48. T. Bergmann et al., One-dimensional hybrid approach to extensive air shower simulation, Astropart. Phys. 26, 420 (2007).
  49. M. Bleicher et al., Relativistic hadron hadron collisions in the ultrarelativistic quantum molecular dynamics model, J. Phys. G 25, 1859 (1999).
  50. S. Argiro et al. (Pierre Auger Collaboration), The offline software framework of the Pierre Auger Observatory, Nucl. Instrum. Methods Phys. Res. 580, 1485 (2007).
  51. A. Aab et al. (Pierre Auger Collaboration), Measurement of the average shape of longitudinal profiles of cosmic-ray air showers at the Pierre Auger Observatory, J. Cosmol. Astropart. Phys. 03 (2019) 018.
  52. O. Tkachenko et al. (Pierre Auger Collaboration), Measurement of the inelastic proton-proton cross-section at s40TeV using the hybrid data of the Pierre Auger Observatory, Proc. Sci. ICRC2025 (2025) 416.
  53. P. Abreu et al. (Pierre Auger Collaboration), Techniques for measuring aerosol attenuation using the Central Laser Facility at the Pierre Auger Observatory, J. Instrum. 8, P04009 (2013).
  54. M. Ave et al. (AIRFLY Collaboration), Precise measurement of the absolute fluorescence yield of the 337 nm band in atmospheric gases, Astropart. Phys. 42, 90 (2013).
  55. K. Louedec and J. Colombi, Atmospheric multiple scattering of fluorescence light from extensive air showers and effect of the aerosol size on the reconstruction of energy and depth of maximum, Astropart. Phys. 57–58, 6 (2014).
  56. S. Baker and R. D. Cousins, Clarification of the use of chi square and likelihood functions in fits to histograms, Nucl. Instrum. Methods 221, 437 (1984).
  57. B. Dawson et al. (Pierre Auger Collaboration), The energy scale of the Pierre Auger Observatory, Proc. Sci., ICRC2019 (2020) 231.
  58. A. Abdul Halim et al. (Pierre Auger Collaboration), Testing hadronic-model predictions of depth of maximum of air-shower profiles and ground-particle signals using hybrid data of the Pierre Auger Observatory, Phys. Rev. D 109, 102001 (2024).
  59. C. M. Schäfer et al. (Pierre Auger Collaboration), A novel tool for the absolute end-to-end calibration of fluorescence telescopes—the XY-scanner, EPJ Web Conf. 444, 305 (2023).
  60. R. U. Abbasi et al. (Telescope Array Collaboration), Depth of ultra high energy cosmic ray induced air shower maxima measured by the telescope array black rock and long ridge FADC fluorescence detectors and surface array in hybrid mode, Astrophys. J. 858, 76 (2018).
  61. F. J. Massey, The Kolmogorov-Smirnov test for goodness of fit, J. Am. Stat. Assoc. 46, 68 (1951).
  62. F. W. Scholz and M. A. Stephens, K-Sample Anderson–Darling tests, J. Am. Stat. Assoc. 82, 918 (1987).
  63. A. Yushkov et al. (Pierre Auger and Telescope Array Collaborations), Depth of maximum of air-shower profiles: Testing the compatibility of the measurements at the Pierre Auger Observatory and the Telescope Array, Proc. Sci. ICRC2023 (2023) 249.
  64. A. Abdul Halim et al. (Pierre Auger Collaboration), Energy spectrum of ultrahigh-energy cosmic rays across declinations 90° to +44.8° as measured at the Pierre Auger Observatory, Phys. Rev. Lett. 135, 241002 (2025).
  65. A. Abdul Halim et al. (Pierre Auger Collaboration), Inference of the mass composition of cosmic rays with energies from 1018.5 to 1020eV using the Pierre Auger Observatory and Deep Learning, Phys. Rev. Lett. 134, 021001 (2025).
  66. A. A. Watson, The mass of cosmic rays of ultra-high energy, Astropart. Phys. 176, 103200 (2026).
  67. J. Linsley, Spectra, anisotropies and composition of cosmic rays above 1000 GeV, in Proceedings of the 18th ICRC, (Bangalore, India, 1983), 12, 135.
  68. C. Evoli, I. Vaiman, S. Petrera, and F. Salamida, Updated air-shower xmax moment parametrizations for UHECR composition with latest hadronic interaction models, Astropart. Phys. 179, 103239 (2026).
  69. D. Foreman-Mackey, D. W. Hogg, D. Lang, and J. Goodman, emcee: The MCMC hammer, Publ. Astron. Soc. Pac. 125, 306 (2013).
  70. G. R. Farrar, Particle physics at ultrahigh energies, in 18th International Symposium on Very High Energy Cosmic Ray Interactions, (Geneva, Switzerland, 2014), arXiv:1902.11271.
  71. V. Pavlidou and T. Tomaras, What do the highest-energy cosmic-ray data suggest about possible new physics around 50 TeV?, Phys. Rev. D 99, 123016 (2019).
  72. A. Aab et al. (Pierre Auger Collaboration), Evidence for a mixed mass composition at the “ankle” in the cosmic-ray spectrum, Phys. Lett. B 762, 288 (2016).
  73. J. Vicha et al. (Pierre Auger Collaboration), Update on testing of air-shower modelling using combined data of the pierre auger observatory and phenomenological consequences, Proc. Sci. ICRC2025 (2025) 431 [arXiv:2507.09802].
  74. A. Yushkov et al. (Pierre Auger Collaboration), Constraints on the spread of nuclear masses in ultra-high-energy cosmic rays based on the phase I hybrid data from the Pierre Auger Observatory, Proc. Sci. ICRC2025 (2025) 442.
  75. A. Aab et al. (Pierre Auger Collaboration), Inferences on mass composition and tests of hadronic interactions from 0.3 to 100 EeV using the water-Cherenkov detectors of the Pierre Auger Observatory, Phys. Rev. D 96, 122003 (2017).
  76. A. Abdul Halim et al. (Pierre Auger Collaboration), Measurement of the depth of maximum of air-shower profiles with energies between 1018.5 and 1020eV using the surface detector of the Pierre Auger Observatory and Deep Learning, Phys. Rev. D 111, 022003 (2025).
  77. M. Stadelmaier et al. (Pierre Auger Collaboration), Reconstructing air-shower observables using a universality-based model, Proc. Sci., UHECR2024 (2025) 117.
  78. The Pierre Auger Collaboration10.5281/zenodo.18024023.
  79. R. U. Abbasi et al. (Telescope Array Collaboration), The cosmic-ray composition between 2 PeV and 2 EeV observed with the TALE detector in monocular mode, Astrophys. J. 909, 178 (2021).
  80. R. U. Abbasi et al. (Telescope Array Collaboration), Cosmic ray mass composition measurement in the energy range from 1016.5eV to 1018.5eV observed with the TALE hybrid detector, Phys. Rev. D 113, 062003 (2026).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation