Investigations of a Novel Energy Estimator Using Deep Learning for the Surface Detector of the Pierre Auger Observatory

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

dc.contributor.author	Ellwanger F.; Abdul Halim A.; Abreu P.; Aglietta M.; Allekotte I.; Almeida Cheminant K.; Almela A.; Aloisio R.; Alvarez-Muñiz J.; Ammerman Yebra J.; Anastasi G.A.; Anchordoqui L.; Andrada B.; Andringa S.; Aramo C.; Araújo Ferreira P.R.; Arnone E.; Arteaga Velázquez J.C.; Asorey H.; Assis P.; Avila G.; Avocone E.; Badescu A.M.; Bakalova A.; Balaceanu A.; Barbato F.; Bartz Mocellin A.; Bellido J.A.; Berat C.; Bertaina M.E.; Bhatta G.; Bianciotto M.; Biermann P.L.; Binet V.; Bismark K.; Bister T.; Biteau J.; Blazek J.; Bleve C.; Blümer J.; Boháčová M.; Boncioli D.; Bonifazi C.; Bonneau Arbeletche L.; Borodai N.; Brack J.; Brichetto Orchera P.G.; Briechle F.L.; Bueno A.; Buitink S.; Buscemi M.; Büsken M.; Bwembya A.; Caballero-Mora K.S.; Cabana-Freire S.; Caccianiga L.; Caracas I.; Caruso R.; Castellina A.; Catalani F.; Cataldi G.; Cazon L.; Cerda M.; Cermenati A.; Chinellato J.A.; Chudoba J.; Chytka L.; Clay R.W.; Cobos Cerutti A.C.; Colalillo R.; Coleman A.; Coluccia M.R.; Conceição R.; Condorelli A.; Consolati G.; Conte M.; Convenga F.; Correia dos Santos D.; Costa P.J.; Covault C.E.; Cristinziani M.; Cruz Sanchez C.S.; Dasso S.; Daumiller K.; Dawson B.R.; de Almeida R.M.; de Jesús J.; de Jong S.J.; de Mello Neto J.R.T.; De Mitri I.; de Oliveira J.; de Oliveira Franco D.; de Palma F.; de Souza V.; De Vito E.; Del Popolo A.; Deligny O.; Denner N.; Deval L.; di Matteo A.; Dobre M.; Dobrigkeit C.; D’Olivo J.C.; Domingues Mendes L.M.; dos Anjos J.C.; dos Anjos R.C.; Ebr J.; Emam M.; Engel R.; Epicoco I.; Erdmann M.; Etchegoyen A.; Evoli C.; Falcke H.; Farmer J.; Farrar G.; Fauth A.C.; Fazzini N.; Feldbusch F.; Fenu F.; Fernandes A.; Fick B.; Figueira J.M.; Filipčič A.; Fitoussi T.; Flaggs B.; Fodran T.; Fujii T.; Fuster A.; Galea C.; Galelli C.; García B.; Gaudu C.; Gemmeke H.; Gesualdi F.; Gherghel-Lascu A.; Ghia P.L.; Giaccari U.; Giammarchi M.; Glombitza J.; Gobbi F.; Gollan F.; Golup G.; Gómez Berisso M.; Gómez Vitale P.F.; Gongora J.P.; González J.M.; González N.; Goos I.; Góra D.; Gorgi A.; Gottowik M.; Grubb T.D.; Guarino F.; Guedes G.P.; Guido E.; Hahn S.; Hamal P.; Hampel M.R.; Hansen P.; Harari D.; Harvey V.M.; Haungs A.; Hebbeker T.; Hojvat C.; Hörandel J.R.; Horvath P.; Hrabovský M.; Huege T.; Insolia A.; Isar P.G.; Janecek P.; Johnsen J.A.; Jurysek J.; Kääpä A.; Kampert K.H.; Keilhauer B.; Khakurdikar A.; Kizakke Covilakam V.V.; Klages H.O.; Kleifges M.; Knapp F.; Kunka N.; Lago B.L.; Langner N.; Leigui de Oliveira M.A.; Lema-Capeans Y.; Lenok V.; Letessier-Selvon A.; Lhenry-Yvon I.; Lo Presti D.; Lopes L.; Lu L.; Luce Q.; Lundquist J.P.; Machado Payeras A.; Majercakova M.; Mandat D.; Manning B.C.; Mantsch P.; Marafico S.; Mariani F.M.; Mariazzi A.G.; Mariş I.C.; Marsella G.; Martello D.; Martinelli S.; Martínez Bravo O.; Martins M.A.; Mastrodicasa M.; Mathes H.J.; Matthews J.; Matthiae G.; Mayotte E.; Mayotte S.; Mazur P.O.; Medina-Tanco G.; Meinert J.; Melo D.; Menshikov A.; Merx C.; Michal S.; Micheletti M.I.; Miramonti L.; Mollerach S.; Montanet F.; Morejon L.; Morello C.; Müller A.L.; Mulrey K.; Mussa R.; Muzio M.; Namasaka W.M.; Negi S.; Nellen L.; Nguyen K.; Nicora G.; Niculescu-Oglinzanu M.; Niechciol M.; Nitz D.; Nosek D.; Novotny V.; Nožka L.; Nucita A.; Núñez L.A.; Oliveira C.; Palatka M.; Pallotta J.; Panja S.; Parente G.; Paulsen T.; Pawlowsky J.; Pech M.; Pękala J.; Pelayo R.; Pereira L.A.S.; Pereira Martins E.E.; Perez Armand J.; Pérez Bertolli C.; Perrone L.; Petrera S.; Petrucci C.; Pierog T.; Pimenta M.; Platino M.; Pont B.; Pothast M.; Pourmohammad Shahvar M.; Privitera P.; Prouza M.; Puyleart A.; Querchfeld S.; Rautenberg J.; Ravignani D.; Reininghaus M.; Ridky J.; Riehn F.; Risse M.; Rizi V.; Rodrigues de Carvalho W.; Rodriguez E.; Rodriguez Rojo J.; Roncoroni M.J.; Rossoni S.; Roth M.; Roulet E.; Rovero A.C.; Ruehl P.; Saftoiu A.; Saharan M.; Salamida F.; Salazar H.; Salina G.; Sanabria Gomez J.D.; Sánchez F.; Santos E.M.; Santos E.; Sarazin F.; Sarmento R.; Sato R.; Savina P.; Schäfer C.M.; Scherini V.; Schieler H.; Schimassek M.; Schimp M.; Schlüter F.; Schmidt D.; Scholten O.; Schoorlemmer H.; Schovánek P.; Schröder F.G.; Schulte J.; Schulz T.; Sciutto S.J.; Scornavacche M.; Segreto A.; Sehgal S.; Shivashankara S.U.; Sigl G.; Silli G.; Sima O.; Simon F.; Smau R.; Šmída R.; Sommers P.; Soriano J.F.; Squartini R.; Stadelmaier M.; Stanca D.; Stanič S.; Stasielak J.; Stassi P.; Strähnz S.; Straub M.; Suárez-Durán M.; Suomijärvi T.; Supanitsky A.D.; Svozilikova Z.; Szadkowski Z.; Tapia A.; Taricco C.; Timmermans C.; Tkachenko O.; Tobiska P.; Todero Peixoto C.J.; Tomé B.; Torrès Z.; Travaini A.; Travnicek P.; Trimarelli C.; Tueros M.; Unger M.; Vaclavek L.; Vacula M.; Valdés Galicia J.F.; Valore L.; Varela E.; Vásquez-Ramírez A.; Veberič D.; Ventura C.; Vergara Quispe I.D.; Verzi V.; Vicha J.; Vink J.; Vlastimil J.; Vorobiov S.; Watanabe C.; Watson A.A.; Weindl A.; Wiencke L.; Wilczyński H.; Wittkowski D.; Wundheiler B.; Yue B.; Yushkov A.; Zapparrata O.; Zas E.; Zavrtanik D.; Zavrtanik M.
dc.date.accessioned	2025-04-28T22:09:46Z
dc.date.available	2025-04-28T22:09:46Z
dc.date.created	2024
dc.identifier.issn	18248039
dc.identifier.uri	http://hdl.handle.net/11407/8851
dc.description	Exploring physics at energies beyond the reach of human-built accelerators by studying cosmic rays requires an accurate reconstruction of their energy. At the highest energies, cosmic rays are indirectly measured by observing a shower of secondary particles produced by their interaction in the atmosphere. At the Pierre Auger Observatory, the energy of the primary particle is either reconstructed from measurements of the emitted fluorescence light, produced when secondary particles travel through the atmosphere, or shower particles detected with the surface detector at the ground. The surface detector comprises a triangular grid of water-Cherenkov detectors that measure the shower footprint at the ground level. With deep learning, large simulation data sets can be used to train neural networks for reconstruction purposes. In this work, we present an application of a neural network to estimate the energy of the primary particle from the surface detector data by exploiting the time structure of the particle footprint. When evaluating the precision of the method on air shower simulations, we find the potential to significantly reduce the composition bias compared to methods based on fitting the lateral signal distribution. Furthermore, we investigate possible biases arising from systematic differences between simulations and data. © Copyright owned by the author(s) under the terms of the Creative Commons.
dc.language.iso	eng
dc.publisher	et al.; Institute for Cosmic Ray Research (ICRR) Univeristy of Tokyo; International Union of Pure and Applied Physics (IUPAP); JPS; Nagoya Convention and Visitors Bureau; Nagoya University
dc.relation.isversionof	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85212253480&partnerID=40&md5=1fa09605f58eee235d338056242de10b
dc.source	Proceedings of Science
dc.source	Proc. Sci.
dc.source	Scopus
dc.subject	Cerenkov counters
dc.subject	Cosmic ray detectors
dc.subject	Cosmic ray measurement
dc.subject	Hadrons
dc.subject	Photons
dc.subject	Secondary emission
dc.subject	Cosmics
dc.subject	Energy
dc.subject	High-energy cosmic rays
dc.subject	Measurements of
dc.subject	Neural-networks
dc.subject	Pierre Auger observatory
dc.subject	Primary particles
dc.subject	Secondary particles
dc.subject	Shower particle
dc.subject	Surface detectors
dc.subject	Cosmology
dc.title	Investigations of a Novel Energy Estimator Using Deep Learning for the Surface Detector of the Pierre Auger Observatory
dc.type	Conference paper
dc.rights.accessrights	info:eu-repo/semantics/restrictedAccess
dc.type.spa	Documento de conferencia
dc.relation.citationvolume	444
dc.publisher.faculty	Facultad de Ciencias Básicas
dc.affiliation	Ellwanger F., Karlsruhe Institute of Technology, Institute for Astroparticle Physics, Karlsruhe, Germany, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Abdul Halim A., University of Adelaide, Adelaide, SA, Australia
dc.affiliation	Abreu P., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Aglietta M., INFN, Sezione di Torino, Torino, Italy, Osservatorio Astrofisico di Torino (INAF), Torino, Italy
dc.affiliation	Allekotte I., Centro Atómico Bariloche, Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
dc.affiliation	Almeida Cheminant K., Institute of Nuclear Physics PAN, Krakow, Poland
dc.affiliation	Almela A., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Universidad Tecnológica Nacional – Facultad Regional Buenos Aires, Buenos Aires, Argentina
dc.affiliation	Aloisio R., Gran Sasso Science Institute, L’Aquila, Italy, INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy
dc.affiliation	Alvarez-Muñiz J., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Ammerman Yebra J., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Anastasi G.A., INFN, Sezione di Torino, Torino, Italy, Osservatorio Astrofisico di Torino (INAF), Torino, Italy
dc.affiliation	Anchordoqui L., Department of Physics and Astronomy, Lehman College, City University of New York, Bronx, NY, United States
dc.affiliation	Andrada B., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Andringa S., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Aramo C., INFN, Sezione di Napoli, Napoli, Italy
dc.affiliation	Araújo Ferreira P.R., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
dc.affiliation	Arnone E., INFN, Sezione di Torino, Torino, Italy, Università Torino, Dipartimento di Fisica, Torino, Italy
dc.affiliation	Arteaga Velázquez J.C., Universidad Michoacana de San Nicolás de Hidalgo, Michoacán, Morelia, Mexico
dc.affiliation	Asorey H., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Assis P., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Avila G., Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina
dc.affiliation	Avocone E., INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy, Università dell’Aquila, Dipartimento di Scienze Fisiche e Chimiche, L’Aquila, Italy
dc.affiliation	Badescu A.M., University Politehnica of Bucharest, Bucharest, Romania
dc.affiliation	Bakalova A., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Balaceanu A., “Horia Hulubei” National Institute for Physics and Nuclear Engineering, Bucharest-Magurele, Romania
dc.affiliation	Barbato F., Gran Sasso Science Institute, L’Aquila, Italy, INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy
dc.affiliation	Bartz Mocellin A., Colorado School of Mines, Golden, CO, United States
dc.affiliation	Bellido J.A., University of Adelaide, Adelaide, SA, Australia, Universidad Nacional de San Agustin de Arequipa, Facultad de Ciencias Naturales y Formales, Arequipa, Peru
dc.affiliation	Berat C., Univ. Grenoble Alpes, CNRS, Grenoble Institute of Engineering Univ. Grenoble Alpes, LPSC-IN2P3, Grenoble, 38000, France
dc.affiliation	Bertaina M.E., INFN, Sezione di Torino, Torino, Italy, Università Torino, Dipartimento di Fisica, Torino, Italy
dc.affiliation	Bhatta G., Institute of Nuclear Physics PAN, Krakow, Poland
dc.affiliation	Bianciotto M., INFN, Sezione di Torino, Torino, Italy, Università Torino, Dipartimento di Fisica, Torino, Italy
dc.affiliation	Biermann P.L., Max-Planck-Institut für Radioastronomie, Bonn, Germany
dc.affiliation	Binet V., Instituto de Física de Rosario (IFIR), CONICET/U.N.R. and Facultad de Ciencias Bioquímicas y Farmacéuticas U.N.R., Rosario, Argentina
dc.affiliation	Bismark K., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Bister T., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands
dc.affiliation	Biteau J., Université Paris-Saclay, CNRS, IN2P3, IJCLab, Orsay, France
dc.affiliation	Blazek J., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Bleve C., Univ. Grenoble Alpes, CNRS, Grenoble Institute of Engineering Univ. Grenoble Alpes, LPSC-IN2P3, Grenoble, 38000, France
dc.affiliation	Blümer J., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Boháčová M., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Boncioli D., INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy, Università dell’Aquila, Dipartimento di Scienze Fisiche e Chimiche, L’Aquila, Italy
dc.affiliation	Bonifazi C., International Center of Advanced Studies, Instituto de Ciencias Físicas, ECyT-UNSAM and CONICET, Campus Miguelete – San Martín, Buenos Aires, Argentina, Universidade Federal do Rio de Janeiro, Instituto de Física, RJ, Rio de Janeiro, Brazil
dc.affiliation	Bonneau Arbeletche L., Universidade Estadual de Campinas, IFGW, SP, Campinas, Brazil
dc.affiliation	Borodai N., Institute of Nuclear Physics PAN, Krakow, Poland
dc.affiliation	Brack J., Colorado State University, Fort Collins, CO, United States
dc.affiliation	Brichetto Orchera P.G., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Briechle F.L., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
dc.affiliation	Bueno A., Universidad de Granada and C.A.F.P.E., Granada, Spain
dc.affiliation	Buitink S., Vrije Universiteit Brussels, Brussels, Belgium
dc.affiliation	Buscemi M., INFN, Sezione di Catania, Catania, Italy, Università di Palermo, Dipartimento di Fisica e Chimica”E. Segrè”, Palermo, Italy
dc.affiliation	Büsken M., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Bwembya A., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands
dc.affiliation	Caballero-Mora K.S., Universidad Autónoma de Chiapas, Chiapas, Tuxtla Gutiérrez, Mexico
dc.affiliation	Cabana-Freire S., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Caccianiga L., INFN, Sezione di Milano, Milano, Italy, Università di Milano, Dipartimento di Fisica, Milano, Italy
dc.affiliation	Caracas I., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Caruso R., INFN, Sezione di Catania, Catania, Italy, Università di Catania, Dipartimento di Fisica e Astronomia “Ettore Majorana“, Catania, Italy
dc.affiliation	Castellina A., INFN, Sezione di Torino, Torino, Italy, Osservatorio Astrofisico di Torino (INAF), Torino, Italy
dc.affiliation	Catalani F., Universidade de São Paulo, Escola de Engenharia de Lorena, SP, Lorena, Brazil
dc.affiliation	Cataldi G., INFN, Sezione di Lecce, Lecce, Italy
dc.affiliation	Cazon L., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Cerda M., Observatorio Pierre Auger, Av. San Martín Norte 304, Malargüe, 5613, Argentina
dc.affiliation	Cermenati A., Gran Sasso Science Institute, L’Aquila, Italy, INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy
dc.affiliation	Chinellato J.A., Universidade Estadual de Campinas, IFGW, SP, Campinas, Brazil
dc.affiliation	Chudoba J., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Chytka L., Palacky University, Olomouc, Czech Republic
dc.affiliation	Clay R.W., University of Adelaide, Adelaide, SA, Australia
dc.affiliation	Cobos Cerutti A.C., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Universidad Tecnológica Nacional – Facultad Regional Mendoza (CONICET/CNEA), Mendoza, Argentina
dc.affiliation	Colalillo R., INFN, Sezione di Napoli, Napoli, Italy, Università di Napoli “Federico II”, Dipartimento di Fisica “Ettore Pancini”, Napoli, Italy
dc.affiliation	Coleman A., University of Delaware, Department of Physics and Astronomy, Bartol Research Institute, Newark, DE, United States
dc.affiliation	Coluccia M.R., INFN, Sezione di Lecce, Lecce, Italy
dc.affiliation	Conceição R., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Condorelli A., Université Paris-Saclay, CNRS, IN2P3, IJCLab, Orsay, France
dc.affiliation	Consolati G., INFN, Sezione di Milano, Milano, Italy, Politecnico di Milano, Dipartimento di Scienze e Tecnologie Aerospaziali, Milano, Italy
dc.affiliation	Conte M., INFN, Sezione di Lecce, Lecce, Italy, Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
dc.affiliation	Convenga F., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Correia dos Santos D., Universidade Federal Fluminense, EEIMVR, RJ, Volta Redonda, Brazil
dc.affiliation	Costa P.J., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Covault C.E., Case Western Reserve University, Cleveland, OH, United States
dc.affiliation	Cristinziani M., Universität Siegen, Department Physik – Experimentelle Teilchenphysik, Siegen, Germany
dc.affiliation	Cruz Sanchez C.S., IFLP, Universidad Nacional de La Plata and CONICET, La Plata, Argentina
dc.affiliation	Dasso S., Departamento de Física, Departamento de Ciencias de la Atmósfera y los Océanos, FCEyN, Universidad de Buenos Aires and CONICET, Buenos Aires, Argentina, Instituto de Astronomía y Física del Espacio (IAFE, CONICET-UBA), Buenos Aires, Argentina
dc.affiliation	Daumiller K., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Dawson B.R., University of Adelaide, Adelaide, SA, Australia
dc.affiliation	de Almeida R.M., Universidade Federal Fluminense, EEIMVR, RJ, Volta Redonda, Brazil
dc.affiliation	de Jesús J., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	de Jong S.J., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands
dc.affiliation	de Mello Neto J.R.T., Universidade Federal do Rio de Janeiro, Instituto de Física, RJ, Rio de Janeiro, Brazil, Universidade Federal do Rio de Janeiro (UFRJ), Observatório do Valongo, RJ, Rio de Janeiro, Brazil
dc.affiliation	De Mitri I., Gran Sasso Science Institute, L’Aquila, Italy, INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy
dc.affiliation	de Oliveira J., Instituto Federal de Educação, Ciência e Tecnologia do Rio de Janeiro (IFRJ), Brazil
dc.affiliation	de Oliveira Franco D., Universidade Estadual de Campinas, IFGW, SP, Campinas, Brazil
dc.affiliation	de Palma F., INFN, Sezione di Lecce, Lecce, Italy, Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
dc.affiliation	de Souza V., Universidade de São Paulo, Instituto de Física de São Carlos, SP, São Carlos, Brazil
dc.affiliation	De Vito E., INFN, Sezione di Lecce, Lecce, Italy, Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
dc.affiliation	Del Popolo A., INFN, Sezione di Catania, Catania, Italy, Università di Catania, Dipartimento di Fisica e Astronomia “Ettore Majorana“, Catania, Italy
dc.affiliation	Deligny O., CNRS, IN2P3, IJCLab, Université Paris-Saclay, Orsay, France
dc.affiliation	Denner N., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Deval L., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	di Matteo A., INFN, Sezione di Torino, Torino, Italy
dc.affiliation	Dobre M., “Horia Hulubei” National Institute for Physics and Nuclear Engineering, Bucharest-Magurele, Romania
dc.affiliation	Dobrigkeit C., Universidade Estadual de Campinas, IFGW, SP, Campinas, Brazil
dc.affiliation	D’Olivo J.C., Universidad Nacional Autónoma de México, D.F., México, Mexico
dc.affiliation	Domingues Mendes L.M., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	dos Anjos J.C.
dc.affiliation	dos Anjos R.C., Universidade Federal do Paraná, Setor Palotina, Palotina, Brazil
dc.affiliation	Ebr J., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Emam M., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands
dc.affiliation	Engel R., Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Epicoco I., INFN, Sezione di Lecce, Lecce, Italy, Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
dc.affiliation	Erdmann M., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
dc.affiliation	Etchegoyen A., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Universidad Tecnológica Nacional – Facultad Regional Buenos Aires, Buenos Aires, Argentina
dc.affiliation	Evoli C., Gran Sasso Science Institute, L’Aquila, Italy, INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy
dc.affiliation	Falcke H., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands, Stichting Astronomisch Onderzoek in Nederland (ASTRON), Dwingeloo, Netherlands
dc.affiliation	Farmer J., University of Chicago, Enrico Fermi Institute, Chicago, IL, United States
dc.affiliation	Farrar G., New York University, New York, NY, United States
dc.affiliation	Fauth A.C., Universidade Estadual de Campinas, IFGW, SP, Campinas, Brazil
dc.affiliation	Fazzini N., Fermi National Accelerator Laboratory, Fermilab, Batavia, IL, United States
dc.affiliation	Feldbusch F., Karlsruhe Institute of Technology (KIT), Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe, Germany
dc.affiliation	Fenu F., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Fernandes A., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Fick B., Michigan Technological University, Houghton, MI, United States
dc.affiliation	Figueira J.M., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Filipčič A., Center for Astrophysics and Cosmology (CAC), University of Nova Gorica, Nova Gorica, Slovenia, Experimental Particle Physics Department, J. Stefan Institute, Ljubljana, Slovenia
dc.affiliation	Fitoussi T., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Flaggs B., University of Delaware, Department of Physics and Astronomy, Bartol Research Institute, Newark, DE, United States
dc.affiliation	Fodran T., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands
dc.affiliation	Fujii T., University of Chicago, Enrico Fermi Institute, Chicago, IL, United States
dc.affiliation	Fuster A., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Universidad Tecnológica Nacional – Facultad Regional Buenos Aires, Buenos Aires, Argentina
dc.affiliation	Galea C., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands
dc.affiliation	Galelli C., INFN, Sezione di Milano, Milano, Italy, Università di Milano, Dipartimento di Fisica, Milano, Italy
dc.affiliation	García B., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Universidad Tecnológica Nacional – Facultad Regional Mendoza (CONICET/CNEA), Mendoza, Argentina
dc.affiliation	Gaudu C., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Gemmeke H., Karlsruhe Institute of Technology (KIT), Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe, Germany
dc.affiliation	Gesualdi F., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Gherghel-Lascu A., “Horia Hulubei” National Institute for Physics and Nuclear Engineering, Bucharest-Magurele, Romania
dc.affiliation	Ghia P.L., CNRS, IN2P3, IJCLab, Université Paris-Saclay, Orsay, France
dc.affiliation	Giaccari U., INFN, Sezione di Lecce, Lecce, Italy
dc.affiliation	Giammarchi M., INFN, Sezione di Milano, Milano, Italy
dc.affiliation	Glombitza J., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
dc.affiliation	Gobbi F., Observatorio Pierre Auger, Av. San Martín Norte 304, Malargüe, 5613, Argentina
dc.affiliation	Gollan F., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Golup G., Centro Atómico Bariloche, Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
dc.affiliation	Gómez Berisso M., Centro Atómico Bariloche, Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
dc.affiliation	Gómez Vitale P.F., Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina
dc.affiliation	Gongora J.P., Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina
dc.affiliation	González J.M., Centro Atómico Bariloche, Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
dc.affiliation	González N., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Goos I., Centro Atómico Bariloche, Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
dc.affiliation	Góra D., Institute of Nuclear Physics PAN, Krakow, Poland
dc.affiliation	Gorgi A., INFN, Sezione di Torino, Torino, Italy, Osservatorio Astrofisico di Torino (INAF), Torino, Italy
dc.affiliation	Gottowik M., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Grubb T.D., University of Adelaide, Adelaide, SA, Australia
dc.affiliation	Guarino F., INFN, Sezione di Napoli, Napoli, Italy, Università di Napoli “Federico II”, Dipartimento di Fisica “Ettore Pancini”, Napoli, Italy
dc.affiliation	Guedes G.P., Universidade Estadual de Feira de Santana, Feira de Santana, Brazil
dc.affiliation	Guido E., Universität Siegen, Department Physik – Experimentelle Teilchenphysik, Siegen, Germany
dc.affiliation	Hahn S., Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Hamal P., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Hampel M.R., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Hansen P., IFLP, Universidad Nacional de La Plata and CONICET, La Plata, Argentina
dc.affiliation	Harari D., Centro Atómico Bariloche, Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
dc.affiliation	Harvey V.M., University of Adelaide, Adelaide, SA, Australia
dc.affiliation	Haungs A., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Hebbeker T., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
dc.affiliation	Hojvat C., Fermi National Accelerator Laboratory, Fermilab, Batavia, IL, United States
dc.affiliation	Hörandel J.R., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands
dc.affiliation	Horvath P., Palacky University, Olomouc, Czech Republic
dc.affiliation	Hrabovský M., Palacky University, Olomouc, Czech Republic
dc.affiliation	Huege T., Vrije Universiteit Brussels, Brussels, Belgium, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Insolia A., INFN, Sezione di Catania, Catania, Italy, Università di Catania, Dipartimento di Fisica e Astronomia “Ettore Majorana“, Catania, Italy
dc.affiliation	Isar P.G., Institute of Space Science, Bucharest-Magurele, Romania
dc.affiliation	Janecek P., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Johnsen J.A., Colorado School of Mines, Golden, CO, United States
dc.affiliation	Jurysek J., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Kääpä A., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Kampert K.H., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Keilhauer B., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Khakurdikar A., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands
dc.affiliation	Kizakke Covilakam V.V., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Klages H.O., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Kleifges M., Karlsruhe Institute of Technology (KIT), Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe, Germany
dc.affiliation	Knapp F., Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Kunka N., Karlsruhe Institute of Technology (KIT), Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe, Germany
dc.affiliation	Lago B.L., Centro Federal de Educação Tecnológica Celso Suckow da Fonseca, Petropolis, Brazil
dc.affiliation	Langner N., RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
dc.affiliation	Leigui de Oliveira M.A., Universidade Federal do ABC, SP, Santo André, Brazil
dc.affiliation	Lema-Capeans Y., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Lenok V., Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Letessier-Selvon A., Laboratoire de Physique Nucléaire et de Hautes Energies (LPNHE), Sorbonne Université, Université de Paris, CNRSIN2P3, Paris, France
dc.affiliation	Lhenry-Yvon I., CNRS, IN2P3, IJCLab, Université Paris-Saclay, Orsay, France
dc.affiliation	Lo Presti D., INFN, Sezione di Catania, Catania, Italy, Università di Catania, Dipartimento di Fisica e Astronomia “Ettore Majorana“, Catania, Italy
dc.affiliation	Lopes L., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Lu L., University of Wisconsin-Madison, Department of Physics and WIPAC, Madison, WI, United States
dc.affiliation	Luce Q., Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Lundquist J.P., Center for Astrophysics and Cosmology (CAC), University of Nova Gorica, Nova Gorica, Slovenia
dc.affiliation	Machado Payeras A., Universidade Estadual de Campinas, IFGW, SP, Campinas, Brazil
dc.affiliation	Majercakova M., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Mandat D., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Manning B.C., University of Adelaide, Adelaide, SA, Australia
dc.affiliation	Mantsch P., Fermi National Accelerator Laboratory, Fermilab, Batavia, IL, United States
dc.affiliation	Marafico S., CNRS, IN2P3, IJCLab, Université Paris-Saclay, Orsay, France
dc.affiliation	Mariani F.M., INFN, Sezione di Milano, Milano, Italy, Università di Milano, Dipartimento di Fisica, Milano, Italy
dc.affiliation	Mariazzi A.G., IFLP, Universidad Nacional de La Plata and CONICET, La Plata, Argentina
dc.affiliation	Mariş I.C., Université Libre de Bruxelles (ULB), Brussels, Belgium
dc.affiliation	Marsella G., INFN, Sezione di Catania, Catania, Italy, Università di Palermo, Dipartimento di Fisica e Chimica”E. Segrè”, Palermo, Italy
dc.affiliation	Martello D., INFN, Sezione di Lecce, Lecce, Italy, Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
dc.affiliation	Martinelli S., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Martínez Bravo O., Benemérita Universidad Autónoma de Puebla, Puebla, Mexico
dc.affiliation	Martins M.A., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Mastrodicasa M., INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy, Università dell’Aquila, Dipartimento di Scienze Fisiche e Chimiche, L’Aquila, Italy
dc.affiliation	Mathes H.J., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Matthews J., Karlsruhe Institute of Technology, Institute for Astroparticle Physics, Karlsruhe, Germany, Louisiana State University, Baton Rouge, LA, United States
dc.affiliation	Matthiae G., INFN, Sezione di Roma “Tor Vergata”, Roma, Italy, Università di Roma “Tor Vergata”, Dipartimento di Fisica, Roma, Italy
dc.affiliation	Mayotte E., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany, Colorado School of Mines, Golden, CO, United States
dc.affiliation	Mayotte S., Colorado School of Mines, Golden, CO, United States
dc.affiliation	Mazur P.O., Fermi National Accelerator Laboratory, Fermilab, Batavia, IL, United States
dc.affiliation	Medina-Tanco G., Universidad Nacional Autónoma de México, D.F., México, Mexico
dc.affiliation	Meinert J., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Melo D., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Menshikov A., Karlsruhe Institute of Technology (KIT), Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe, Germany
dc.affiliation	Merx C., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Michal S., Palacky University, Olomouc, Czech Republic
dc.affiliation	Micheletti M.I., Instituto de Física de Rosario (IFIR), CONICET/U.N.R. and Facultad de Ciencias Bioquímicas y Farmacéuticas U.N.R., Rosario, Argentina
dc.affiliation	Miramonti L., INFN, Sezione di Milano, Milano, Italy, Università di Milano, Dipartimento di Fisica, Milano, Italy
dc.affiliation	Mollerach S., Centro Atómico Bariloche, Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina
dc.affiliation	Montanet F., Univ. Grenoble Alpes, CNRS, Grenoble Institute of Engineering Univ. Grenoble Alpes, LPSC-IN2P3, Grenoble, 38000, France
dc.affiliation	Morejon L., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Morello C., INFN, Sezione di Torino, Torino, Italy, Osservatorio Astrofisico di Torino (INAF), Torino, Italy
dc.affiliation	Müller A.L., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Mulrey K., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands
dc.affiliation	Mussa R., INFN, Sezione di Torino, Torino, Italy
dc.affiliation	Muzio M., New York University, New York, NY, United States
dc.affiliation	Namasaka W.M., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Negi S., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Nellen L., Universidad Nacional Autónoma de México, D.F., México, Mexico
dc.affiliation	Nguyen K., Michigan Technological University, Houghton, MI, United States
dc.affiliation	Nicora G., Laboratorio Atmósfera, Departamento de Investigaciones en Láseres y sus Aplicaciones – UNIDEF (CITEDEFCONICET), Argentina
dc.affiliation	Niculescu-Oglinzanu M., “Horia Hulubei” National Institute for Physics and Nuclear Engineering, Bucharest-Magurele, Romania
dc.affiliation	Niechciol M., Universität Siegen, Department Physik – Experimentelle Teilchenphysik, Siegen, Germany
dc.affiliation	Nitz D., Michigan Technological University, Houghton, MI, United States
dc.affiliation	Nosek D., Charles University, Faculty of Mathematics and Physics, Institute of Particle and Nuclear Physics, Prague, Czech Republic
dc.affiliation	Novotny V., Charles University, Faculty of Mathematics and Physics, Institute of Particle and Nuclear Physics, Prague, Czech Republic
dc.affiliation	Nožka L., Palacky University, Olomouc, Czech Republic
dc.affiliation	Nucita A., INFN, Sezione di Lecce, Lecce, Italy, Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
dc.affiliation	Núñez L.A., Universidad Industrial de Santander, Bucaramanga, Colombia
dc.affiliation	Oliveira C., Universidade de São Paulo, Instituto de Física de São Carlos, SP, São Carlos, Brazil
dc.affiliation	Palatka M., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Pallotta J., Laboratorio Atmósfera, Departamento de Investigaciones en Láseres y sus Aplicaciones – UNIDEF (CITEDEFCONICET), Argentina
dc.affiliation	Panja S., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Parente G., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Paulsen T., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Pawlowsky J., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Pech M., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Pękala J., Institute of Nuclear Physics PAN, Krakow, Poland
dc.affiliation	Pelayo R., Unidad Profesional Interdisciplinaria en Ingeniería y Tecnologías Avanzadas del Instituto Politécnico Nacional (UPIITA-IPN), D.F., México, Mexico
dc.affiliation	Pereira L.A.S., Universidade Federal de Campina Grande, Centro de Ciencias e Tecnologia, Campina Grande, Brazil
dc.affiliation	Pereira Martins E.E., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Perez Armand J., Universidade de São Paulo, Instituto de Física, SP, São Paulo, Brazil
dc.affiliation	Pérez Bertolli C., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Perrone L., INFN, Sezione di Lecce, Lecce, Italy, Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy
dc.affiliation	Petrera S., Gran Sasso Science Institute, L’Aquila, Italy, INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy
dc.affiliation	Petrucci C., INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy, Università dell’Aquila, Dipartimento di Scienze Fisiche e Chimiche, L’Aquila, Italy
dc.affiliation	Pierog T., Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Pimenta M., Laboratório de Instrumentação e Física Experimental de Partículas, LIP, Instituto Superior Técnico – IST, Universidade de Lisboa – UL, Lisboa, Portugal
dc.affiliation	Platino M., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Pont B., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands
dc.affiliation	Pothast M., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Science Park, Amsterdam, Netherlands
dc.affiliation	Pourmohammad Shahvar M., INFN, Sezione di Catania, Catania, Italy, Università di Palermo, Dipartimento di Fisica e Chimica”E. Segrè”, Palermo, Italy
dc.affiliation	Privitera P., University of Chicago, Enrico Fermi Institute, Chicago, IL, United States
dc.affiliation	Prouza M., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Puyleart A., Michigan Technological University, Houghton, MI, United States
dc.affiliation	Querchfeld S., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Rautenberg J., Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany
dc.affiliation	Ravignani D., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Reininghaus M., Karlsruhe Institute of Technology (KIT), Institute for Experimental Particle Physics, Karlsruhe, Germany
dc.affiliation	Ridky J., Institute of Physics, The Czech Academy of Sciences, Prague, Czech Republic
dc.affiliation	Riehn F., Instituto Galego de Física de Altas Enerxías (IGFAE), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
dc.affiliation	Risse M., Universität Siegen, Department Physik – Experimentelle Teilchenphysik, Siegen, Germany
dc.affiliation	Rizi V., INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Assergi, Italy, Università dell’Aquila, Dipartimento di Scienze Fisiche e Chimiche, L’Aquila, Italy
dc.affiliation	Rodrigues de Carvalho W., IMAPP, Radboud University Nijmegen, Nijmegen, Netherlands
dc.affiliation	Rodriguez E., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina, Karlsruhe Institute of Technology (KIT), Institute for Astroparticle Physics, Karlsruhe, Germany
dc.affiliation	Rodriguez Rojo J., Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina
dc.affiliation	Roncoroni M.J., Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM), Buenos Aires, Argentina
dc.affiliation	Rossoni S., Universität Hamburg, II. Institut für Theoretische Physik, Hamburg, Germany
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dc.type.version	info:eu-repo/semantics/publishedVersion
dc.identifier.reponame	reponame:Repositorio Institucional Universidad de Medellín
dc.identifier.repourl	repourl:https://repository.udem.edu.co/
dc.identifier.instname	instname:Universidad de Medellín
dc.contributor.event	38th International Cosmic Ray Conference, ICRC 2023

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