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Atmospheric conditions, such as the pressure (P), temperature (T) or air density ($\rho \propto P/T$), affect the development of extended air showers initiated by energetic cosmic rays. We study the impact of the atmospheric variations on…

Instrumentation and Methods for Astrophysics · Physics 2017-02-10 The Pierre Auger Collaboration

Cosmic ray measurements have inspired numerous interesting applications over several decades worldwide. These applications encompass non-invasive cosmic ray muon tomography, which enables the imaging of concealed dense objects or…

High Energy Astrophysical Phenomena · Physics 2024-11-06 Olesya Sarajlic , Xiaochun He

The relation of model predictions for muon content of extensive air showers (EAS) to particular properties of hadron-air interactions is discussed. Further, using a new Monte Carlo generator of cosmic ray interactions, QGSb, the relevance…

High Energy Physics - Phenomenology · Physics 2026-04-02 Sergey Ostapchenko

The burst of radio emission by the extensive air shower provides a promising alternative for detecting ultra-high energy cosmic rays.We have developed an independent numerical program to simulate these radio signals. Our code is based on a…

High Energy Astrophysical Phenomena · Physics 2015-06-22 Wei Liu , Xuelei Chen

The Pierre Auger Observatory is the most sensitive instrument to detect photons with energies above $10^{17}$ eV. It measures extensive air showers generated by ultra high energy cosmic rays using a hybrid technique that exploits the…

High Energy Astrophysical Phenomena · Physics 2024-06-12 The Pierre Auger Collaboration , A. Abdul Halim , P. Abreu , M. Aglietta , I. Allekotte , K. Almeida Cheminant , A. Almela , R. Aloisio , J. Alvarez-Muñiz , J. Ammerman Yebra , G. A. Anastasi , L. Anchordoqui , B. Andrada , L. Andrade Dourado , S. Andringa , L. Apollonio , C. Aramo , P. R. Araújo Ferreira , E. Arnone , J. C. Arteaga Velázquez , P. Assis , G. Avila , E. Avocone , A. Bakalova , F. Barbato , A. Bartz Mocellin , C. Berat , M. E. Bertaina , G. Bhatta , M. Bianciotto , P. L. Biermann , V. Binet , K. Bismark , T. Bister , J. Biteau , J. Blazek , C. Bleve , J. Blümer , M. Boháčová , D. Boncioli , C. Bonifazi , L. Bonneau Arbeletche , N. Borodai , J. Brack , P. G. Brichetto Orchera , F. L. Briechle , A. Bueno , S. Buitink , M. Buscemi , M. Büsken , A. Bwembya , K. S. Caballero-Mora , S. Cabana-Freire , L. Caccianiga , F. Campuzano , R. Caruso , A. Castellina , F. Catalani , G. Cataldi , L. Cazon , M. Cerda , B. Čermáková , A. Cermenati , J. A. Chinellato , J. Chudoba , L. Chytka , R. W. Clay , A. C. Cobos Cerutti , R. Colalillo , M. R. Coluccia , R. Conceição , A. Condorelli , G. Consolati , M. Conte , F. Convenga , D. Correia dos Santos , P. J. Costa , C. E. Covault , M. Cristinziani , C. S. Cruz Sanchez , S. Dasso , K. Daumiller , B. R. Dawson , R. M. de Almeida , B. de Errico , J. de Jesús , S. J. de Jong , J. R. T. de Mello Neto , I. De Mitri , J. de Oliveira , D. de Oliveira Franco , F. de Palma , V. de Souza , E. De Vito , A. Del Popolo , O. Deligny , N. Denner , L. Deval , A. di Matteo , J. A. do , M. Dobre , C. Dobrigkeit , J. C. D'Olivo , L. M. Domingues Mendes , Q. Dorosti , J. C. dos Anjos , R. C. dos Anjos , J. Ebr , F. Ellwanger , M. Emam , R. Engel , I. Epicoco , M. Erdmann , A. Etchegoyen , C. Evoli , H. Falcke , G. Farrar , A. C. Fauth , T. Fehler , F. Feldbusch , F. Fenu , A. Fernandes , B. Fick , J. M. Figueira , P. Filip , A. Filipčič , T. Fitoussi , B. Flaggs , T. Fodran , T. Fujii , A. Fuster , C. Galea , B. García , C. Gaudu , A. Gherghel-Lascu , P. L. Ghia , U. Giaccari , J. Glombitza , F. Gobbi , F. Gollan , G. Golup , M. Gómez Berisso , P. F. Gómez Vitale , J. P. Gongora , J. M. González , N. González , D. Góra , A. Gorgi , M. Gottowik , F. Guarino , G. P. Guedes , E. Guido , L. Gülzow , S. Hahn , P. Hamal , M. R. Hampel , P. Hansen , D. Harari , V. M. Harvey , A. Haungs , T. Hebbeker , C. Hojvat , J. R. Hörandel , P. Horvath , M. Hrabovský , T. Huege , A. Insolia , P. G. Isar , P. Janecek , V. Jilek , J. A. Johnsen , J. Jurysek , K. -H. Kampert , B. Keilhauer , A. Khakurdikar , V. V. Kizakke Covilakam , H. O. Klages , M. Kleifges , F. Knapp , J. Köhler , F. Krieger , N. Kunka , B. L. Lago , N. Langner , M. A. Leigui de Oliveira , Y. Lema-Capeans , A. Letessier-Selvon , I. Lhenry-Yvon , L. Lopes , L. Lu , Q. Luce , J. P. Lundquist , A. Machado Payeras , M. Majercakova , D. Mandat , B. C. Manning , P. Mantsch , F. M. Mariani , A. G. Mariazzi , I. C. Mariş , G. Marsella , D. Martello , S. Martinelli , O. Martínez Bravo , M. A. Martins , H. -J. Mathes , J. Matthews , G. Matthiae , E. Mayotte , S. Mayotte , P. O. Mazur , G. Medina-Tanco , J. Meinert , D. Melo , A. Menshikov , C. Merx , S. Michal , M. I. Micheletti , L. Miramonti , S. Mollerach , F. Montanet , L. Morejon , K. Mulrey , R. Mussa , W. M. Namasaka , S. Negi , L. Nellen , K. Nguyen , G. Nicora , M. Niechciol , D. Nitz , D. Nosek , V. Novotny , L. Nožka , A. Nucita , L. A. Núñez , C. Oliveira , M. Palatka , J. Pallotta , S. Panja , G. Parente , T. Paulsen , J. Pawlowsky , M. Pech , J. Pękala , R. Pelayo , V. Pelgrims , L. A. S. Pereira , E. E. Pereira Martins , C. Pérez Bertolli , L. Perrone , S. Petrera , C. Petrucci , T. Pierog , M. Pimenta , M. Platino , B. Pont , M. Pothast , M. Pourmohammad Shahvar , P. Privitera , M. Prouza , S. Querchfeld , J. Rautenberg , D. Ravignani , J. V. Reginatto Akim , M. Reininghaus , A. Reuzki , J. Ridky , F. Riehn , M. Risse , V. Rizi , W. Rodrigues de Carvalho , E. Rodriguez , J. Rodriguez Rojo , M. J. Roncoroni , S. Rossoni , M. Roth , E. Roulet , A. C. Rovero , A. Saftoiu , M. Saharan , F. Salamida , H. Salazar , G. Salina , J. D. Sanabria Gomez , F. Sánchez , E. M. Santos , E. Santos , F. Sarazin , R. Sarmento , R. Sato , P. Savina , C. M. Schäfer , V. Scherini , H. Schieler , M. Schimassek , M. Schimp , D. Schmidt , O. Scholten , H. Schoorlemmer , P. Schovánek , F. G. Schröder , J. Schulte , T. Schulz , S. J. Sciutto , M. Scornavacche , A. Sedoski , A. Segreto , S. Sehgal , S. U. Shivashankara , G. Sigl , K. Simkova , F. Simon , R. Smau , R. Šmída , P. Sommers , R. Squartini , M. Stadelmaier , S. Stanič , J. Stasielak , P. Stassi , S. Strähnz , M. Straub , T. Suomijärvi , A. D. Supanitsky , Z. Svozilikova , Z. Szadkowski , F. Tairli , A. Tapia , C. Taricco , C. Timmermans , O. Tkachenko , P. Tobiska , C. J. Todero Peixoto , B. Tomé , Z. Torrès , A. Travaini , P. Travnicek , M. Tueros , M. Unger , R. Uzeiroska , L. Vaclavek , M. Vacula , J. F. Valdés Galicia , L. Valore , E. Varela , V. Vašíčková , A. Vásquez-Ramírez , D. Veberič , I. D. Vergara Quispe , V. Verzi , J. Vicha , J. Vink , S. Vorobiov , C. Watanabe , A. A. Watson , A. Weindl , L. Wiencke , H. Wilczyński , D. Wittkowski , B. Wundheiler , B. Yue , A. Yushkov , O. Zapparrata , E. Zas , D. Zavrtanik , M. Zavrtanik

Measurements of the Elongation Rate of the depth of shower maximum above 1 EeV are reviewed. There is evidence, from four independent estimates of this rate, made in the two hemispheres using three different techniques, for a decrease in…

High Energy Astrophysical Phenomena · Physics 2023-05-24 A A Watson

Recent measurements at the LHC of the p-p total cross section have reduced the uncertainty in simulations of cosmic ray air showers. In particular of the depth of shower maximum, called $X_{max}$. However, uncertainties of other important…

High Energy Physics - Experiment · Physics 2016-05-18 R. U. Abbasi , G. B. Thomson

This paper briefly summarizes the status of the cosmic ray observations by EAS (Extended Air Shower) experiments with energy below 10**16eV and the related studies of the hadronic interaction models. Based on the observed sharp knee…

High Energy Astrophysical Phenomena · Physics 2009-11-17 Hongbo Hu

Experimental observations of extensive air showers have revealed an excess of the muon content with respect to their theoretical simulations, which we refer to as the muon puzzle. This muon puzzle hampers a precise determination of the…

High Energy Physics - Phenomenology · Physics 2023-02-20 Julien Manshanden , Günter Sigl , Maria V. Garzelli

The determination of the mass composition of the highest energy cosmic rays is one of the greatest challenges in cosmic ray experiments. The highest energy cosmic rays are only detected indirectly because of their very low flux. Using the…

High Energy Astrophysical Phenomena · Physics 2019-08-13 J. A. Bellido

A comparative study of simulated air shower longitudinal profiles is presented. An appropriate thinning level for the calculations is first determined empirically. High statistics results are then provided, over a wide energy range,…

Astrophysics · Physics 2011-05-23 C. L. Pryke

We develop a potential algorithm to relate the depth development of ultra high energy extensive air showers and the time delay for individual muons. The time distributions sampled at different positions at ground level by a large air shower…

Astrophysics · Physics 2009-11-10 L. Cazon , R. A. Vazquez , E. Zas

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

The indirect ground-based observations of cosmic rays through extensive air showers in modern experiments typically involve the use of Monte Carlo simulations to determine the characteristics of the primary particles. These simulations…

High Energy Astrophysical Phenomena · Physics 2026-04-20 Nickolay S. Martynenko

A comparative study of commonly used hadronic collision simulation packages is presented. The characteristics of the products of hadron-nucleus collisions are analyzed from a general perspective, but focusing on their correlation with…

High Energy Physics - Phenomenology · Physics 2009-11-10 R. Luna , A. Zepeda , C. A. Garcia Canal , S. J. Sciutto

The hadron production in the simulation of extensive air showers is a long standing problem and the origin of large uncertainties in the reconstruction of the mass of the high energy primary cosmic rays. Hadronic interaction models re-tuned…

High Energy Astrophysical Phenomena · Physics 2025-08-12 Tanguy Pierog , Klaus Werner

We describe the analysis of longitudinal air shower profiles as measured by the fluorescence detectors of the Pierre Auger Observatory and present the measurement of the depth of maximum of extensive air showers, Xmax, with energies >10^18…

High Energy Astrophysical Phenomena · Physics 2019-08-13 Michael Unger

Characteristics of the high energy families (bundle of high energy e, gamma) and hadrons in the air-showers detected in the hybrid experiment together with emulsion chamber and AS-array at Mt.Chacaltaya are studied in detail by comparing…

High Energy Astrophysical Phenomena · Physics 2010-10-14 M. Tamada

A comparative analysis of the secondary particles output of the main hadronic interaction packages used in simulations of extensive air showers is presented. Special attention is given to the study of events with very energetic leading…

High Energy Astrophysical Phenomena · Physics 2009-03-24 C. A. Garcia Canal , S. J. Sciutto , T. Tarutina

We measure the energy emitted by extensive air showers in the form of radio emission in the frequency range from 30 to 80 MHz. Exploiting the accurate energy scale of the Pierre Auger Observatory, we obtain a radiation energy of 15.8 \pm…

High Energy Astrophysical Phenomena · Physics 2016-06-22 The Pierre Auger Collaboration , Alexander Aab , Pedro Abreu , Marco Aglietta , Eun-Joo Ahn , Imen Al Samarai , Ivone Albuquerque , Ingomar Allekotte , Patrick Allison , Alejandro Almela , Jesus Alvarez Castillo , Jaime Alvarez-Muñiz , Rafael Alves Batista , Michelangelo Ambrosio , Amin Aminaei , Gioacchino Alex Anastasi , Luis Anchordoqui , Sofia Andringa , Carla Aramo , Fernando Arqueros , Nicusor Arsene , Hernán Gonzalo Asorey , Pedro Assis , Julien Aublin , Gualberto Avila , Nafiun Awal , Alina Mihaela Badescu , Colin Baus , Jim Beatty , Karl Heinz Becker , Jose A. Bellido , Corinne Berat , Mario Edoardo Bertaina , Xavier Bertou , Peter Biermann , Pierre Billoir , Simon G. Blaess , Alberto Blanco , Miguel Blanco , Jiri Blazek , Carla Bleve , Hans Blümer , Martina Boháčová , Denise Boncioli , Carla Bonifazi , Nataliia Borodai , Jeffrey Brack , Iliana Brancus , Thomas Bretz , Ariel Bridgeman , Pedro Brogueira , Peter Buchholz , Antonio Bueno , Stijn Buitink , Mario Buscemi , Karen S. Caballero-Mora , Barbara Caccianiga , Lorenzo Caccianiga , Marina Candusso , Laurentiu Caramete , Rossella Caruso , Antonella Castellina , Gabriella Cataldi , Lorenzo Cazon , Rosanna Cester , Alan G. Chavez , Andrea Chiavassa , Jose Augusto Chinellato , Jiri Chudoba , Marco Cilmo , Roger W Clay , Giuseppe Cocciolo , Roberta Colalillo , Alan Coleman , Laura Collica , Maria Rita Coluccia , Ruben Conceição , Fernando Contreras , Mathew J. Cooper , Alain Cordier , Stephane Coutu , Corbin Covault , James Cronin , Richard Dallier , Bruno Daniel , Sergio Dasso , Kai Daumiller , Bruce R. Dawson , Rogerio M. de Almeida , Sijbrand J. de Jong , Giuseppe De Mauro , Joao de Mello Neto , Ivan De Mitri , Jaime de Oliveira , Vitor de Souza , Luis del Peral , Olivier Deligny , Niraj Dhital , Claudio Di Giulio , Armando Di Matteo , Johana Chirinos Diaz , Mary Lucia Díaz Castro , Francisco Diogo , Carola Dobrigkeit , Wendy Docters , Juan Carlos D'Olivo , Alexei Dorofeev , Qader Dorosti Hasankiadeh , Rita dos Anjos , Maria Teresa Dova , Jan Ebr , Ralph Engel , Martin Erdmann , Mona Erfani , Carlos O. Escobar , Joao Espadanal , Alberto Etchegoyen , Heino Falcke , Ke Fang , Glennys Farrar , Anderson Fauth , Norberto Fazzini , Andrew P. Ferguson , Brian Fick , Juan Manuel Figueira , Alberto Filevich , Andrej Filipčič , Octavian Fratu , Martín Miguel Freire , Toshihiro Fujii , Beatriz García , Diego Garcia-Gamez , Diego Garcia-Pinto , Florian Gate , Hartmut Gemmeke , Alexandru Gherghel-Lascu , Piera Luisa Ghia , Ugo Giaccari , Marco Giammarchi , Maria Giller , Dariusz Głas , Christian Glaser , Henry Glass , Geraldina Golup , Mariano Gómez Berisso , Primo F. Gómez Vitale , Nicolás González , Ben Gookin , Jacob Gordon , Alessio Gorgi , Peter Gorham , Philippe Gouffon , Nathan Griffith , Aurelio Grillo , Trent D. Grubb , Fausto Guarino , Germano Guedes , Matías Rolf Hampel , Patricia Hansen , Diego Harari , Thomas A. Harrison , Sebastian Hartmann , John Harton , Andreas Haungs , Thomas Hebbeker , Dieter Heck , Philipp Heimann , Alexander E. Herve , Gary C. Hill , Carlos Hojvat , Nicholas Hollon , Ewa Holt , Piotr Homola , Jörg Hörandel , Pavel Horvath , Miroslav Hrabovský , Daniel Huber , Tim Huege , Antonio Insolia , Paula Gina Isar , Ingolf Jandt , Stefan Jansen , Cecilia Jarne , Jeffrey A. Johnsen , Mariela Josebachuili , Alex Kääpä , Olga Kambeitz , Karl Heinz Kampert , Peter Kasper , Igor Katkov , Bianca Keilhauer , Ernesto Kemp , Roger Kieckhafer , Hans Klages , Matthias Kleifges , Jonny Kleinfeller , Raphael Krause , Nicole Krohm , Daniel Kuempel , Gasper Kukec Mezek , Norbert Kunka , Alaa Metwaly Kuotb Awad , Danielle LaHurd , Luca Latronico , Robert Lauer , Markus Lauscher , Pascal Lautridou , Sandra Le Coz , Didier Lebrun , Paul Lebrun , Marcelo Augusto Leigui de Oliveira , Antoine Letessier-Selvon , Isabelle Lhenry-Yvon , Katrin Link , Luis Lopes , Rebeca López , Aida López Casado , Karim Louedec , Agustin Lucero , Max Malacari , Manuela Mallamaci , Jennifer Maller , Dusan Mandat , Paul Mantsch , Analisa Mariazzi , Vincent Marin , Ioana Mariş , Giovanni Marsella , Daniele Martello , Humberto Martinez , Oscar Martínez Bravo , Diane Martraire , Jimmy Masías Meza , Hermann-Josef Mathes , Sebastian Mathys , James Matthews , John Matthews , Giorgio Matthiae , Daniela Maurizio , Eric Mayotte , Peter Mazur , Carlos Medina , Gustavo Medina-Tanco , Rebecca Meissner , Victor Mello , Diego Melo , Alexander Menshikov , Stefano Messina , Maria Isabel Micheletti , Lukas Middendorf , Ignacio A. Minaya , Lino Miramonti , Bogdan Mitrica , Laura Molina-Bueno , Silvia Mollerach , François Montanet , Carlo Morello , Miguel Mostafá , Celio A. Moura , Marcio Aparecido Muller , Gero Müller , Sarah Müller , Sergio Navas , Petr Necesal , Lukas Nellen , Anna Nelles , Jens Neuser , Phong H. Nguyen , Mihai Niculescu-Oglinzanu , Marcus Niechciol , Lukas Niemietz , Tim Niggemann , Dave Nitz , Dalibor Nosek , Vladimir Novotny , Lyberis Nožka , Luis Núñez , Livingstone Ochilo , Foteini Oikonomou , Angela Olinto , Noelia Pacheco , Daniel Pakk Selmi-Dei , Miroslav Palatka , Juan Pallotta , Philipp Papenbreer , Gonzalo Parente , Alejandra Parra , Thomas Paul , Miroslav Pech , Jan Pękala , Rodrigo Pelayo , Iuri Pepe , Lorenzo Perrone , Emily Petermann , Christine Peters , Sergio Petrera , Yevgeniy Petrov , Jamyang Phuntsok , Ricardo Piegaia , Tanguy Pierog , Pablo Pieroni , Mário Pimenta , Valerio Pirronello , Manuel Platino , Matthias Plum , Alessio Porcelli , Czeslaw Porowski , Raul Ribeiro Prado , Paolo Privitera , Michael Prouza , Eduardo J Quel , Sven Querchfeld , Sean Quinn , Julian Rautenberg , Olivier Ravel , Diego Ravignani , Darius Reinert , Benoît Revenu , Jan Ridky , Markus Risse , Pablo Ristori , Vincenzo Rizi , Washington Rodrigues de Carvalho , Jorge Rubén Rodriguez Rojo , Maria Dolores Rodríguez-Frías , Dmytro Rogozin , Jaime Rosado , Markus Roth , Esteban Roulet , Adrian Rovero , Steven J. Saffi , Alexandra Saftoiu , Humberto Salazar , Ahmed Saleh , Francisco Salesa Greus , Gaetano Salina , Jose Sanabria Gomez , Federico Sánchez , Patricia Sanchez-Lucas , Edivaldo Moura Santos , Eva Santos , Fred Sarazin , Biswaijt Sarkar , Raul Sarmento , Christian Sarmiento-Cano , Ricardo Sato , Carlos Scarso , Markus Schauer , Viviana Scherini , Harald Schieler , David Schmidt , Olaf Scholten , Harm Schoorlemmer , Petr Schovánek , Frank G. Schröder , Alexander Schulz , Johannes Schulz , Johannes Schumacher , Sergio Sciutto , Alberto Segreto , Mariangela Settimo , Amir Shadkam , Ronald C. Shellard , Guenter Sigl , Octavian Sima , Andrzej Śmiałkowski , Radomir Šmída , Gregory Snow , Paul Sommers , Sebastian Sonntag , J. Sorokin , Ruben Squartini , Yogendra N. Srivastava , Denis Stanca , Samo Stanič , James Stapleton , Jaroslaw Stasielak , Maurice Stephan , Anne Stutz , Federico Suarez , Mauricio Suarez Durán , Tiina Suomijärvi , A. Daniel Supanitsky , Michael Sutherland , John Swain , Zbigniew Szadkowski , Oscar Alejandro Taborda , Alex Tapia , Andreas Tepe , Vanessa Menezes Theodoro , Charles Timmermans , Carlos J. Todero Peixoto , Gabriel Toma , Lenka Tomankova , Bernardo Tomé , Aurelio Tonachini , Guillermo Torralba Elipe , Diego Torres Machado , Petr Travnicek , Marta Trini , Ralf Ulrich , Michael Unger , Martin Urban , Jose F. Valdés Galicia , Ines Valiño , Laura Valore , Guus van Aar , Patrick van Bodegom , Ad M. van den Berg , Sjoert van Velzen , Arjen van Vliet , Enrique Varela , Bernardo Vargas Cárdenas , Gary Varner , Rafael Vasquez , Jose R. Vázquez , Ricardo Vázquez , Darko Veberič , Valerio Verzi , Jakub Vicha , Mariela Videla , Luis Villaseñor , Brian Vlcek , Serguei Vorobiov , Hernan Wahlberg , Oscar Wainberg , David Walz , Alan Watson , Marc Weber , Klaus Weidenhaupt , Andreas Weindl , Christoph Welling , Felix Werner , Allan Widom , Lawrence Wiencke , Henryk Wilczyński , Tobias Winchen , David Wittkowski , Brian Wundheiler , Sarka Wykes , Lili Yang , Tolga Yapici , Alexey Yushkov , Enrique Zas , Danilo Zavrtanik , Marko Zavrtanik , Arnulfo Zepeda , Benedikt Zimmermann , Michael Ziolkowski , Francesca Zuccarello