Abstract

The hybrid design of the Pierre Auger Observatory allows for the measurement of the properties of extensive air showers initiated by ultra-high energy cosmic rays with unprecedented precision. By using an array of prototype underground muon detectors, we have performed the first direct measurement, by the Auger Collaboration, of the muon content of air showers between 2×1017 and 2×1018 eV. We have studied the energy evolution of the attenuation-corrected muon density, and compared it to predictions from air shower simulations. The observed densities are found to be larger than those predicted by models. We quantify this discrepancy by combining the measurements from the muon detector with those from the Auger fluorescence detector at 1017.5eV and 1018eV. We find that, for the models to explain the data, an increase in the muon density of 38%±4%(12%)±18%21% for EPOS-LHC, and of 50%(53%)±4%(13%)±20%23% for QGSJetII-04, is respectively needed.

Details

Title
Direct measurement of the muonic content of extensive air showers between 2×1017 and 2×1018eV at the Pierre Auger Observatory
Author
Aab, A 1 ; Abreu, P 2 ; Aglietta, M 3 ; Albury, J M 4 ; Allekotte, I 5 ; Almela, A 6 ; Alvarez, Castillo J 7 ; Alvarez-Muñiz, J 8 ; Anastasi, G A 9 ; Anchordoqui, L 10 ; Andrada, B 11 ; Andringa, S 2 ; Aramo, C 12 ; Araújo Ferreira P R 13 ; Asorey, H 11 ; Assis, P 2 ; Avila, G 14 ; Badescu, A M 15 ; Bakalova, A 16 ; Balaceanu, A 17 ; Barbato, F 18 ; Barreira Luz R J 2 ; Becker, K H 19 ; Bellido, J A 4 ; Berat, C 20 ; Bertaina, M E 9 ; Bertou, X 5 ; Biermann, P L; Bister, T 13 ; Biteau, J 21 ; Blanco, A 2 ; Blazek, J 16 ; Bleve, C 20 ; Boháčová, M 16 ; Boncioli, D 22 ; Bonifazi, C 23 ; Bonneau, Arbeletche L 24 ; Borodai, N 25 ; Botti, A M 11 ; Brack, J; Bretz, T 13 ; Briechle, F L 13 ; Buchholz, P 26 ; Bueno, A 27 ; Buitink, S 28 ; Buscemi, M 29 ; Caballero-Mora, K S 30 ; Caccianiga, L 31 ; Calcagni, L 32 ; Cancio, A 6 ; Canfora, F 33 ; Caracas, I 19 ; Carceller J M 27 ; Caruso, R 29 ; Castellina, A 3 ; Catalani, F 34 ; Cataldi, G 35 ; Cazon, L 2 ; Cerda, M 36 ; Chinellato, J A 37 ; Choi, K 38 ; Chudoba, J 16 ; Chytka, L 39 ; Clay, R W 4 ; Cobos, Cerutti A, C 40 ; Colalillo, R 41 ; Coleman, A 42 ; Coluccia, M R 43 ; Conceição, R 2 ; Condorelli, A 44 ; Consolati, G 45 ; Contreras, F 46 ; Convenga, F 47 ; Covault, C E 48 ; Dasso, S 49 ; Daumiller, K 50 ; Dawson, B R 4 ; Day, J A 4 ; de Almeida R M 51 ; de, Jesús J 52 ; de Jong S J 33 ; De, Mauro G 33 ; de Mello Neto J R T 53 ; De Mitri I 44 ; de Oliveira J 54 ; de Oliveira Franco D 55 ; de Souza V 56 ; Debatin, J 57 ; del Río M 58 ; Deligny, O 21 ; Dhital, N 25 ; Di, Matteo A 59 ; Díaz Castro M L 60 ; Dobrigkeit, C 60 ; D’Olivo J C 7 ; Dorosti, Q 61 ; dos Anjos R C 62 ; Dova, M T 32 ; Ebr, J 16 ; Engel, R 63 ; Epicoco, I 64 ; Erdmann, M 13 ; Escobar, C O; Etchegoyen, A 6 ; Falcke, H 65 ; Farmer, J 66 ; Farrar, G 67 ; Fauth, A C 68 ; Fazzini, N; Feldbusch, F 69 ; Fenu, F 9 ; Fick, B 70 ; Figueira, J M 11 ; Filipčič, A 71 ; Freire, M M 72 ; Fujii, T 66 ; Fuster, A 6 ; Galea, C 1 ; Galelli, C 73 ; García, B 40 ; Garcia Vegas A L 13 ; 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Lorek, R 48 ; Luce, Q 97 ; Lucero, A 11 ; Machado, Payeras A 98 ; Malacari, M 66 ; Mancarella, G 99 ; Mandat, D 16 ; Manning, B C 4 ; Manshanden, J 100 ; Mantsch, P; Mariazzi, A G 32 ; Mariş, I C 38 ; Marsella, G 101 ; Martello, D 102 ; Martinez, H 56 ; Martínez, Bravo O 96 ; Mastrodicasa, M 103 ; Mathes, H J 104 ; Matthews, J 105 ; Matthiae, G 106 ; Mayotte, E 19 ; Mazur, P O; Medina-Tanco, G 7 ; Melo, D 11 ; Menshikov, A 107 ; K-D, Merenda 88 ; Michal, S 108 ; Micheletti, M I 72 ; Miramonti, L 73 ; Mockler, D 38 ; Mollerach, S 5 ; Montanet, F 20 ; Morello, C 3 ; Mostafá, M 109 ; Müller, A L 52 ; Muller, M A 110 ; Müller, S 111 ; Mussa, R 59 ; Muzio, M 67 ; Namasaka, W M 19 ; Nellen, L 7 ; Niculescu-Oglinzanu, M 17 ; Niechciol, M 112 ; Nitz, D 70 ; Nosek, D 113 ; Novotny, V 113 ; Nožka, L 114 ; Nucita, A 115 ; Núñez, L A 116 ; Palatka, M 16 ; Pallotta, J 117 ; Panetta, M P 64 ; Papenbreer, P 19 ; Parente, G 8 ; Parra, A 96 ; Pech, M 16 ; Pedreira, F 8 ; Pȩkala, J 25 ; Pelayo, R 118 ; 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 Radboud University Nijmegen, IMAPP, Nijmegen, The Netherlands (GRID:grid.5590.9) (ISNI:0000000122931605) 
 Universidade de Lisboa – UL, Laboratório de Instrumentação e Física Experimental de Partículas – LIP and Instituto Superior Técnico – IST, Lisbon, Portugal (GRID:grid.9983.b) (ISNI:0000 0001 2181 4263) 
 Sezione di Torino, INFN, Torino, Italy (GRID:grid.470222.1); Osservatorio Astrofisico di Torino (INAF), Torino, Italy (GRID:grid.436940.c) 
 University of Adelaide, Adelaide, Australia (GRID:grid.1010.0) (ISNI:0000 0004 1936 7304) 
 Centro Atómico Bariloche and Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina (GRID:grid.466813.e) 
 Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET UNSAM), Buenos Aires, Argentina (GRID:grid.497283.3); Universidad Tecnológica Nacional – Facultad Regional Buenos Aires, Buenos Aires, Argentina (GRID:grid.440485.9) (ISNI:0000 0004 0491 1565) 
 Universidad Nacional Autónoma de México, Mexico, Mexico (GRID:grid.9486.3) (ISNI:0000 0001 2159 0001) 
 Universidade de Santiago de Compostela, Instituto Galego de Física de Altas Enerxías (IGFAE), Santiago de Compostela, Spain (GRID:grid.11794.3a) (ISNI:0000000109410645) 
 Sezione di Torino, INFN, Torino, Italy (GRID:grid.470222.1); Università Torino, Dipartimento di Fisica, Torino, Italy (GRID:grid.7605.4) (ISNI:0000 0001 2336 6580) 
10  City University of New York, Department of Physics and Astronomy, Lehman College, Bronx, USA (GRID:grid.212340.6) (ISNI:0000000122985718) 
11  Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET UNSAM), Buenos Aires, Argentina (GRID:grid.497283.3) 
12  Sezione di Napoli, INFN, Napoli, Italy (GRID:grid.9983.b) 
13  RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany (GRID:grid.1957.a) (ISNI:0000 0001 0728 696X) 
14  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.9983.b); Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina (GRID:grid.9983.b) 
15  University Politehnica of Bucharest, Bucharest, Romania (GRID:grid.4551.5) (ISNI:0000 0001 2109 901X) 
16  Institute of Physics of the Czech Academy of Sciences, Prague, Czech Republic (GRID:grid.424881.3) (ISNI:0000 0004 0634 148X) 
17  “Horia Hulubei” National Institute for Physics and Nuclear Engineering, Bucharest-Magurele, Romania (GRID:grid.443874.8) (ISNI:0000 0000 9463 5349) 
18  Sezione di Napoli, INFN, Napoli, Italy (GRID:grid.443874.8); Università di Napoli “Federico II”, Dipartimento di Fisica “Ettore Pancini”, Napoli, Italy (GRID:grid.4691.a) (ISNI:0000 0001 0790 385X) 
19  Bergische Universität Wuppertal, Department of Physics, Wuppertal, Germany (GRID:grid.7787.f) (ISNI:0000 0001 2364 5811) 
20  Univ. Grenoble Alpes, CNRS, Grenoble Institute of Engineering Univ. Grenoble Alpes, LPSC-IN2P3, Grenoble, France (GRID:grid.4444.0) (ISNI:0000 0001 2112 9282) 
21  Université Paris-Saclay, CNRS/IN2P3, IJCLab, Orsay, France (GRID:grid.433124.3) (ISNI:0000 0001 0664 3574) 
22  INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Italy (GRID:grid.466877.c) (ISNI:0000 0001 2201 8832) 
23  Instituto de Física, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil (GRID:grid.411173.1) (ISNI:0000 0001 2184 6919) 
24  Instituto de Física, Universidade de São Paulo, São Paulo, Brazil (GRID:grid.411173.1) (ISNI:0000 0001 2184 6919) 
25  Institute of Nuclear Physics PAN, Krakow, Poland (GRID:grid.418860.3) (ISNI:0000 0001 0942 8941) 
26  Fachbereich 7 Physik – Experimentelle Teilchenphysik, Universität Siegen, Siegen, Germany (GRID:grid.1957.a) 
27  Universidad de Granada and C.A.F.P.E., Granada, Spain (GRID:grid.4489.1) (ISNI:0000000121678994) 
28  Vrije Universiteit Brussels, Brussels, Belgium (GRID:grid.8767.e) (ISNI:0000 0001 2290 8069) 
29  Sezione di Catania, INFN, Catania, Italy (GRID:grid.470198.3) (ISNI:0000 0004 1755 400X); Università di Catania, Dipartimento di Fisica e Astronomia, Catania, Italy (GRID:grid.8158.4) (ISNI:0000 0004 1757 1969) 
30  Tuxtla Gutiérrez, Universidad Autónoma de Chiapas, Chiapas, Mexico (GRID:grid.8158.4) 
31  Università di Milano, Dipartimento di Fisica, Milano, Italy (GRID:grid.4708.b) (ISNI:0000 0004 1757 2822) 
32  Universidad Nacional de La Plata and CONICET, IFLP, La Plata, Argentina (GRID:grid.9499.d) (ISNI:0000 0001 2097 3940) 
33  Radboud University Nijmegen, IMAPP, Nijmegen, The Netherlands (GRID:grid.5590.9) (ISNI:0000000122931605); Science Park, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Amsterdam, The Netherlands (GRID:grid.5590.9) 
34  Escola de Engenharia de Lorena, Universidade de São Paulo, Lorena, Brazil (GRID:grid.436940.c) 
35  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.436940.c) 
36  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.9983.b) 
37  IFGW, Universidade Estadual de Campinas, Campinas, Brazil (GRID:grid.9983.b) 
38  Université Libre de Bruxelles (ULB), Brussels, Belgium (GRID:grid.4989.c) (ISNI:0000 0001 2348 0746) 
39  RCPTM, Palacky University, Olomouc, Czech Republic (GRID:grid.424881.3) 
40  Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM) and Universidad Tecnológica Nacional – Facultad Regional Mendoza (CONICET/CNEA), Mendoza, Argentina (GRID:grid.507426.2) 
41  Sezione di Napoli, INFN, Napoli, Italy (GRID:grid.507426.2); Università di Napoli “Federico II”, Dipartimento di Fisica “Ettore Pancini”, Napoli, Italy (GRID:grid.4691.a) (ISNI:0000 0001 0790 385X) 
42  Bartol Research Institute, University of Delaware, Department of Physics and Astronomy, Newark, USA (GRID:grid.33489.35) (ISNI:0000 0001 0454 4791) 
43  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.33489.35); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
44  Gran Sasso Science Institute, L’Aquila, Italy (GRID:grid.466750.6); INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Italy (GRID:grid.466877.c) (ISNI:0000 0001 2201 8832) 
45  Sezione di Milano, INFN, Milano, Italy (GRID:grid.470206.7); Dipartimento di Scienze e Tecnologie Aerospaziali, Politecnico di Milano, Milano, Italy (GRID:grid.470206.7) 
46  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.470206.7); Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina (GRID:grid.470206.7) 
47  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.470206.7); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
48  Case Western Reserve University, Cleveland, USA (GRID:grid.67105.35) (ISNI:0000 0001 2164 3847) 
49  Universidad de Buenos Aires and CONICET, Departamento de Física and Departamento de Ciencias de la Atmósfera y los Océanos, FCEyN, Buenos Aires, Argentina (GRID:grid.7345.5) (ISNI:0000 0001 0056 1981); Instituto de Astronomía y Física del Espacio (IAFE CONICET-UBA), Buenos Aires, Argentina (GRID:grid.482261.b) (ISNI:0000 0004 1794 2491) 
50  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.482261.b) 
51  EEIMVR, Universidade Federal Fluminense, Volta Redonda, Brazil (GRID:grid.1010.0) 
52  Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET UNSAM), Buenos Aires, Argentina (GRID:grid.497283.3); Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.497283.3) 
53  Instituto de Física, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil (GRID:grid.411173.1) (ISNI:0000 0001 2184 6919); Observatório do Valongo, Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil (GRID:grid.440353.5) 
54  EEIMVR, Universidade Federal Fluminense, Volta Redonda, Brazil (GRID:grid.466877.c) 
55  IFGW, Universidade Estadual de Campinas, Campinas, Brazil (GRID:grid.466877.c) 
56  Instituto de Física de São Carlos, Universidade de São Paulo, São Carlos, Brazil (GRID:grid.11899.38) (ISNI:0000 0004 1937 0722) 
57  Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.11899.38) 
58  Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina (GRID:grid.11899.38) 
59  Sezione di Torino, INFN, Torino, Italy (GRID:grid.470222.1) 
60  IFGW, Universidade Estadual de Campinas, Campinas, Brazil (GRID:grid.470222.1) 
61  Fachbereich 7 Physik – Experimentelle Teilchenphysik, Universität Siegen, Siegen, Germany (GRID:grid.9486.3) 
62  Setor Palotina, Universidade Federal do Paraná, Palotina, Brazil (GRID:grid.9486.3) 
63  Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.424881.3); Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.424881.3) 
64  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.424881.3); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
65  Radboud University Nijmegen, IMAPP, Nijmegen, The Netherlands (GRID:grid.5590.9) (ISNI:0000000122931605); Science Park, Nationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF), Amsterdam, The Netherlands (GRID:grid.5590.9); Stichting Astronomisch Onderzoek in Nederland (ASTRON), Dwingeloo, The Netherlands (GRID:grid.425696.a) (ISNI:0000 0001 1161 7020) 
66  Enrico Fermi Institute, University of Chicago, Chicago, USA (GRID:grid.170205.1) (ISNI:0000 0004 1936 7822) 
67  New York University, New York, USA (GRID:grid.137628.9) (ISNI:0000 0004 1936 8753) 
68  IFGW, Universidade Estadual de Campinas, Campinas, Brazil (GRID:grid.137628.9) 
69  Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.137628.9) 
70  Michigan Technological University, Houghton, USA (GRID:grid.259979.9) (ISNI:0000 0001 0663 5937) 
71  University of Nova Gorica, Center for Astrophysics and Cosmology (CAC), Nova Gorica, Slovenia (GRID:grid.438882.d) (ISNI:0000 0001 0212 6916); J. Stefan Institute, Experimental Particle Physics Department, Ljubljana, Slovenia (GRID:grid.11375.31) (ISNI:0000 0001 0706 0012) 
72  Instituto de Física de Rosario (IFIR) – CONICET/U.N.R. and Facultad de Ciencias Bioquímicas y Farmacéuticas U.N.R., Rosario, Argentina (GRID:grid.482268.2) (ISNI:0000 0004 0385 0457) 
73  Sezione di Milano, INFN, Milano, Italy (GRID:grid.470206.7); Università di Milano, Dipartimento di Fisica, Milano, Italy (GRID:grid.4708.b) (ISNI:0000 0004 1757 2822) 
74  Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.1957.a) 
75  Sezione di Milano, INFN, Milano, Italy (GRID:grid.470206.7) 
76  University of Łódź, Faculty of Astrophysics, Łódź, Poland (GRID:grid.10789.37) (ISNI:0000 0000 9730 2769) 
77  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.1957.a) 
78  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.466813.e); Observatorio Pierre Auger and Comisión Nacional de Energía Atómica, Malargüe, Argentina (GRID:grid.466813.e) 
79  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.466813.e) 
80  Centro Atómico Bariloche and Instituto Balseiro (CNEA-UNCuyo-CONICET), San Carlos de Bariloche, Argentina (GRID:grid.466813.e); Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.466813.e) 
81  Sezione di Napoli, INFN, Napoli, Italy (GRID:grid.1010.0); Università di Napoli “Federico II”, Dipartimento di Fisica “Ettore Pancini”, Napoli, Italy (GRID:grid.4691.a) (ISNI:0000 0001 0790 385X) 
82  Universidade Estadual de Feira de Santana, Feira de Santana, Brazil (GRID:grid.412317.2) (ISNI:0000 0001 2325 7288) 
83  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.1010.0) 
84  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.1957.a) 
85  RCPTM, Palacky University, Olomouc, Czech Republic (GRID:grid.5590.9) 
86  Vrije Universiteit Brussels, Brussels, Belgium (GRID:grid.8767.e) (ISNI:0000 0001 2290 8069); Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.8767.e) 
87  Institute of Space Science, Bucharest-Magurele, Romania (GRID:grid.450283.8) 
88  Colorado School of Mines, Golden, USA (GRID:grid.254549.b) (ISNI:0000 0004 1936 8155) 
89  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.7787.f) 
90  Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.1957.a) 
91  University of Nova Gorica, Center for Astrophysics and Cosmology (CAC), Nova Gorica, Slovenia (GRID:grid.438882.d) (ISNI:0000 0001 0212 6916) 
92  Centro Federal de Educação Tecnológica Celso Suckow da Fonseca, Nova Friburgo, Brazil (GRID:grid.457073.2) (ISNI:0000 0000 9001 3008) 
93  Universidade Federal do ABC, Santo André, Brazil (GRID:grid.412368.a) (ISNI:0000 0004 0643 8839) 
94  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.412368.a) 
95  Universités Paris 6 et Paris 7 CNRS-IN2P3, Laboratoire de Physique Nucléaire et de Hautes Energies (LPNHE), Paris, France (GRID:grid.462844.8) (ISNI:0000 0001 2308 1657) 
96  Benemérita Universidad Autónoma de Puebla, Puebla, Mexico (GRID:grid.411659.e) (ISNI:0000 0001 2112 2750) 
97  Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.67105.35) 
98  IFGW, Universidade Estadual de Campinas, Campinas, Brazil (GRID:grid.497283.3) 
99  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.170205.1); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
100  Universität Hamburg, II. Institut für Theoretische Physik, Hamburg, Germany (GRID:grid.9026.d) (ISNI:0000 0001 2287 2617) 
101  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.4989.c); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
102  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.9906.6); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
103  INFN Laboratori Nazionali del Gran Sasso, L’Aquila, Italy (GRID:grid.466877.c) (ISNI:0000 0001 2201 8832); Università dell’Aquila, Dipartimento di Scienze Fisiche e Chimiche, L’Aquila, Italy (GRID:grid.158820.6) (ISNI:0000 0004 1757 2611) 
104  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.158820.6) 
105  Louisiana State University, Baton Rouge, USA (GRID:grid.64337.35) (ISNI:0000 0001 0662 7451) 
106  Sezione di Roma “Tor Vergata”, INFN, Rome, Italy (GRID:grid.470219.9); Università di Roma “Tor Vergata”, Dipartimento di Fisica, Rome, Italy (GRID:grid.6530.0) (ISNI:0000 0001 2300 0941) 
107  Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.497283.3) 
108  RCPTM, Palacky University, Olomouc, Czech Republic (GRID:grid.254549.b) 
109  Pennsylvania State University, University Park, USA (GRID:grid.29857.31) (ISNI:0000 0001 2097 4281) 
110  IFGW, Universidade Estadual de Campinas, Campinas, Brazil (GRID:grid.497283.3); Instituto de Física, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil (GRID:grid.411173.1) (ISNI:0000 0001 2184 6919) 
111  Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.411173.1) 
112  Fachbereich 7 Physik – Experimentelle Teilchenphysik, Universität Siegen, Siegen, Germany (GRID:grid.443874.8) 
113  Institute of Particle and Nuclear Physics, Charles University, Faculty of Mathematics and Physics, Prague, Czech Republic (GRID:grid.4491.8) (ISNI:0000 0004 1937 116X) 
114  RCPTM, Palacky University, Olomouc, Czech Republic (GRID:grid.4491.8) 
115  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.4491.8); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
116  Universidad Industrial de Santander, Bucaramanga, Colombia (GRID:grid.411595.d) (ISNI:0000 0001 2105 7207) 
117  CITEDEF and CONICET, Centro de Investigaciones en Láseres y Aplicaciones, Villa Martelli, Argentina (GRID:grid.424881.3) 
118  Unidad Profesional Interdisciplinaria en Ingeniería y Tecnologías Avanzadas del Instituto Politécnico Nacional (UPIITA-IPN), Mexico, Mexico (GRID:grid.418275.d) (ISNI:0000 0001 2165 8782) 
119  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.497283.3); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
120  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.466877.c) 
121  Fachbereich 7 Physik – Experimentelle Teilchenphysik, Universität Siegen, Siegen, Germany (GRID:grid.9983.b) 
122  CITEDEF and CONICET, Centro de Investigaciones en Láseres y Aplicaciones, Villa Martelli, Argentina (GRID:grid.9983.b) 
123  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.411173.1) 
124  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.497283.3) 
125  Instituto de Astronomía y Física del Espacio (IAFE CONICET-UBA), Buenos Aires, Argentina (GRID:grid.482261.b) (ISNI:0000 0004 1794 2491) 
126  Fachbereich 7 Physik – Experimentelle Teilchenphysik, Universität Siegen, Siegen, Germany (GRID:grid.482261.b) 
127  Sezione di Roma “Tor Vergata”, INFN, Rome, Italy (GRID:grid.470219.9) 
128  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.497283.3) 
129  Université Paris-Saclay, CNRS/IN2P3, IJCLab, Orsay, France (GRID:grid.433124.3) (ISNI:0000 0001 0664 3574); Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.433124.3); Università del Salento, Dipartimento di Matematica e Fisica “E. De Giorgi”, Lecce, Italy (GRID:grid.9906.6) (ISNI:0000 0001 2289 7785) 
130  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.9906.6) 
131  Sezione di Lecce, INFN, Lecce, Italy (GRID:grid.9906.6) 
132  Instituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET UNSAM), Buenos Aires, Argentina (GRID:grid.497283.3); Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.497283.3) 
133  Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.497283.3) 
134  Vrije Universiteit Brussels, Brussels, Belgium (GRID:grid.8767.e) (ISNI:0000 0001 2290 8069); University of Groningen, KVI – Center for Advanced Radiation Technology, Groningen, The Netherlands (GRID:grid.4830.f) (ISNI:0000 0004 0407 1981) 
135  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.424881.3); Bartol Research Institute, University of Delaware, Department of Physics and Astronomy, Newark, USA (GRID:grid.33489.35) (ISNI:0000 0001 0454 4791) 
136  Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil (GRID:grid.418228.5) (ISNI:0000 0004 0643 8134) 
137  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.4444.0) 
138  RCPTM, Palacky University, Olomouc, Czech Republic (GRID:grid.497283.3) 
139  University of Łódź, Faculty of High-Energy Astrophysics, Łódź, Poland (GRID:grid.10789.37) (ISNI:0000 0000 9730 2769) 
140  Institute for Experimental Particle Physics (ETP), Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.10789.37) 
141  Universidad de Medellín, Medellín, Colombia (GRID:grid.440796.8) (ISNI:0000 0001 0083 1304) 
142  Escola de Engenharia de Lorena, Universidade de São Paulo, Lorena, Brazil (GRID:grid.424881.3) 
143  Observatorio Pierre Auger, Malargüe, Argentina (GRID:grid.11794.3a) 
144  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.9499.d) 
145  RCPTM, Palacky University, Olomouc, Czech Republic (GRID:grid.1957.a) 
146  Sezione di Napoli, INFN, Napoli, Italy (GRID:grid.466877.c); Università di Napoli “Federico II”, Dipartimento di Fisica “Ettore Pancini”, Napoli, Italy (GRID:grid.4691.a) (ISNI:0000 0001 0790 385X) 
147  Institut für Kernphysik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.411595.d) 
148  Observatório do Valongo, Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil (GRID:grid.440353.5) 
149  Faculty of Science, Universiteit van Amsterdam, Amsterdam, The Netherlands (GRID:grid.5590.9) (ISNI:0000000122931605) 
150  Institut für Prozessdatenverarbeitung und Elektronik, Karlsruhe Institute of Technology, Karlsruhe, Germany (GRID:grid.9499.d) 
151  Centro de Investigación y de Estudios Avanzados del IPN (CINVESTAV), Mexico, Mexico (GRID:grid.418275.d) (ISNI:0000 0001 2165 8782) 
152  Fachbereich 7 Physik – Experimentelle Teilchenphysik, Universität Siegen, Siegen, Germany (GRID:grid.418275.d) 
Publication year
2020
Publication date
Aug 2020
Publisher
Springer Nature B.V.
ISSN
14346044
e-ISSN
14346052
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2435008713
Copyright
© The Author(s) 2020. This work is published under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.