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Cosmic ray spectrum and composition from PeV to EeV using 3 years of data from IceTop and IceCube

M. G. Aartsen16, M. Ackermann52, J. Adams16, J. A. Aguilar12, M. Ahlers20, M. Ahrens44, C. Alispach26, K. Andeen35, T. Anderson49 et al. (IceCube Collaboration*)

T. Anderson49, I. Ansseau12, G. Anton24, C. Argüelles14, J. Auffenberg1, S. Axani14, P. Backes1, H. Bagherpour16, X. Bai41, A. Barbano26, S. W. Barwick28, V. Baum34, S. Baur12, R. Bay8, J. J. Beatty19,18, K.-H. Becker51, J. Becker Tjus11, S. BenZvi43, D. Berley17, E. Bernardini52, D. Z. Besson29, G. Binder9,8, D. Bindig51, E. Blaufuss17, S. Blot52, C. Bohm44, M. Börner21, S. Böser34, O. Botner50, J. Böttcher1, E. Bourbeau20, J. Bourbeau33, F. Bradascio52, J. Braun33, H.-P. Bretz52, S. Bron26, J. Brostean-Kaiser52, A. Burgman50, J. Buscher1, R. S. Busse33, T. Carver26, C. Chen6, E. Cheung17, D. Chirkin33, K. Clark30, L. Classen36, G. H. Collin14, J. M. Conrad14, P. Coppin13, P. Correa13, D. F. Cowen49,48, R. Cross43, P. Dave6, J. P. A. M. de André22, C. De Clercq13, J. J. DeLaunay49, H. Dembinski37, K. Deoskar44, S. De Ridder27, P. Desiati33, K. D. de Vries13, G. de Wasseige13, M. de With10, T. DeYoung22, A. Diaz14, J. C. Díaz-Vélez33, H. Dujmovic46, M. Dunkman49, E. Dvorak41, B. Eberhardt33, T. Ehrhardt34, P. Eller49, P. A. Evenson37, S. Fahey33, A. R. Fazely7, J. Felde17, T. Feusels27, K. Filimonov8, C. Finley44, A. Franckowiak52, E. Friedman17, A. Fritz34, T. K. Gaisser37, J. Gallagher32, E. Ganster1, S. Garrappa52, L. Gerhardt9, K. Ghorbani33, T. Glauch25, T. Glüsenkamp24, A. Goldschmidt9, J. G. Gonzalez37, D. Grant22, Z. Griffith33, M. Günder1, M. Gündüz11, C. Haack1, A. Hallgren50, L. Halve1, F. Halzen33, K. Hanson33, D. Hebecker10, D. Heereman12, P. Heix1, K. Helbing51, R. Hellauer17, F. Henningsen25, S. Hickford51, J. Hignight22, G. C. Hill2, K. D. Hoffman17, R. Hoffmann51, T. Hoinka21, B. Hokanson-Fasig33, K. Hoshina33, F. Huang49, M. Huber25, K. Hultqvist44, M. Hünnefeld21, R. Hussain33, S. In46, N. Iovine12, A. Ishihara15, E. Jacobi52, G. S. Japaridze5, M. Jeong46, K. Jero33, B. J. P. Jones4, F. Jonske1, R. Joppe1, W. Kang46, A. Kappes36, D. Kappesser34, T. Karg52, M. Karl25, A. Karle33, U. Katz24, M. Kauer33, J. L. Kelley33, A. Kheirandish33, J. Kim46, T. Kintscher52, J. Kiryluk45, T. Kittler24, S. R. Klein9,8, R. Koirala37, H. Kolanoski10, L. Köpke34, C. Kopper22, S. Kopper47, D. J. Koskinen20, M. Kowalski10,52, K. Krings25, G. Krückl34, N. Kulacz23, S. Kunwar52, N. Kurahashi40, A. Kyriacou2, M. Labare27, J. L. Lanfranchi49, M. J. Larson17, F. Lauber51, J. P. Lazar33, K. Leonard33, M. Leuermann1, Q. R. Liu33, E. Lohfink34, C. J. Lozano Mariscal36, L. Lu15, F. Lucarelli26, J. Lünemann13, W. Luszczak33, J. Madsen42, G. Maggi13, K. B. M. Mahn22, Y. Makino15, P. Mallik1, K. Mallot33, S. Mancina33, I. C. Mariş12, R. Maruyama38, K. Mase15, R. Maunu17, K. Meagher33, M. Medici20, A. Medina19, M. Meier21, S. Meighen-Berger25, T. Menne21, G. Merino33, T. Meures12, S. Miarecki9,8, J. Micallef22, G. Momenté34, T. Montaruli26, R. W. Moore23, R. Morse33, M. Moulai14, P. Muth1, R. Nagai15, R. Nahnhauer52, P. Nakarmi47, U. Naumann51, G. Neer22, H. Niederhausen25, S. C. Nowicki23, D. R. Nygren9, A. Obertacke Pollmann51, A. Olivas17, A. O’Murchadha12, E. O’Sullivan44, T. Palczewski9,8, H. Pandya37, D. V. Pankova49, N. Park33, P. Peiffer34, C. Pérez de los Heros50, S. Philippen1, D. Pieloth21, E. Pinat12, A. Pizzuto33, M. Plum35, A. Porcelli27, P. B. Price8, G. T. Przybylski9, C. Raab12, A. Raissi16, M. Rameez20, L. Rauch52, K. Rawlins3, I. C. Rea25, R. Reimann1, B. Relethford40, G. Renzi12, E. Resconi25, W. Rhode21, M. Richman40, S. Robertson9, M. Rongen1, C. Rott46, T. Ruhe21, D. Ryckbosch27, D. Rysewyk22, I. Safa33, S. E. Sanchez Herrera23, A. Sandrock21, J. Sandroos34, M. Santander47, S. Sarkar39, S. Sarkar23, K. Satalecka52, M. Schaufel1, P. Schlunder21, T. Schmidt17, A. Schneider33, J. Schneider24, L. Schumacher1, S. Sclafani40, D. Seckel37, S. Seunarine42, S. Shefali1, M. Silva33, R. Snihur33, J. Soedingrekso21, D. Soldin37, M. Song17, G. M. Spiczak42, C. Spiering52, J. Stachurska52, M. Stamatikos19, T. Stanev37, A. Stasik52, R. Stein52, J. Stettner1, A. Steuer34, T. Stezelberger9, R. G. Stokstad9, A. Stößl15, N. L. Strotjohann52, T. Stürwald1, T. Stuttard20, G. W. Sullivan17, M. Sutherland19, I. Taboada6, F. Tenholt11, S. Ter-Antonyan7, A. Terliuk52, S. Tilav37, L. Tomankova11, C. Tönnis46, S. Toscano13, D. Tosi33, M. Tselengidou24, C. F. Tung6, A. Turcati25, R. Turcotte1, C. F. Turley49, B. Ty33, E. Unger50, M. A. Unland Elorrieta36, M. Usner52, J. Vandenbroucke33, W. Van Driessche27, D. van Eijk33, N. van Eijndhoven13, S. Vanheule27, J. van Santen52, M. Vraeghe27, C. Walck44, A. Wallace2, M. Wallraff1, N. Wandkowsky33, T. B. Watson4, C. Weaver23, M. J. Weiss49, J. Weldert34, C. Wendt33, J. Werthebach33, S. Westerhoff33, B. J. Whelan2, N. Whitehorn31, K. Wiebe34, C. H. Wiebusch1, L. Wille33, D. R. Williams47, L. Wills40, M. Wolf25, J. Wood33, T. R. Wood23, K. Woschnagg8, G. Wrede24, D. L. Xu33, X. W. Xu7, Y. Xu45, J. P. Yanez23, G. Yodh28, S. Yoshida15, T. Yuan33, and M. Zöcklein1 (IceCube Collaboration*)

  • 1III. Physikalisches Institut, RWTH Aachen University, D-52056 Aachen, Germany
  • 2Department of Physics, University of Adelaide, Adelaide, 5005, Australia
  • 3Department of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, Alaska 99508, USA
  • 4Department of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, Texas 76019, USA
  • 5CTSPS, Clark-Atlanta University, Atlanta, Georgia 30314, USA
  • 6School of Physics and Center for Relativistic Astrophysics, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
  • 7Department of Physics, Southern University, Baton Rouge, Louisiana 70813, USA
  • 8Department of Physics, University of California, Berkeley, California 94720, USA
  • 9Lawrence Berkeley National Laboratory, Berkeley, California 94720, USA
  • 10Institut für Physik, Humboldt-Universität zu Berlin, D-12489 Berlin, Germany
  • 11Fakultät für Physik & Astronomie, Ruhr-Universität Bochum, D-44780 Bochum, Germany
  • 12Université Libre de Bruxelles, Science Faculty CP230, B-1050 Brussels, Belgium
  • 13Vrije Universiteit Brussel (VUB), Dienst ELEM, B-1050 Brussels, Belgium
  • 14Department of Physics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
  • 15Department of Physics and Institute for Global Prominent Research, Chiba University, Chiba 263-8522, Japan
  • 16Department of Physics and Astronomy, University of Canterbury, Private Bag 4800, Christchurch, New Zealand
  • 17Department of Physics, University of Maryland, College Park, Maryland 20742, USA
  • 18Department of Astronomy, Ohio State University, Columbus, Ohio 43210, USA
  • 19Department of Physics and Center for Cosmology and Astro-Particle Physics, Ohio State University, Columbus, Ohio 43210, USA
  • 20Niels Bohr Institute, University of Copenhagen, DK-2100 Copenhagen, Denmark
  • 21Department of Physics, TU Dortmund University, D-44221 Dortmund, Germany
  • 22Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan 48824, USA
  • 23Department of Physics, University of Alberta, Edmonton, Alberta, Canada T6G 2E1
  • 24Erlangen Centre for Astroparticle Physics, Friedrich-Alexander-Universität Erlangen-Nürnberg, D-91058 Erlangen, Germany
  • 25Physik-department, Technische Universität München, D-85748 Garching, Germany
  • 26Département de physique nucléaire et corpusculaire, Université de Genève, CH-1211 Genève, Switzerland
  • 27Department of Physics and Astronomy, University of Gent, B-9000 Gent, Belgium
  • 28Department of Physics and Astronomy, University of California, Irvine, California 92697, USA
  • 29Department of Physics and Astronomy, University of Kansas, Lawrence, Kansas 66045, USA
  • 30SNOLAB, 1039 Regional Road 24, Creighton Mine 9, Lively, Ontario, Canada P3Y 1N2
  • 31Department of Physics and Astronomy, UCLA, Los Angeles, California 90095, USA
  • 32Department of Astronomy, University of Wisconsin, Madison, Wisconsin 53706, USA
  • 33Department of Physics and Wisconsin IceCube Particle Astrophysics Center, University of Wisconsin, Madison, Wisconsin 53706, USA
  • 34Institute of Physics, University of Mainz, Staudinger Weg 7, D-55099 Mainz, Germany
  • 35Department of Physics, Marquette University, Milwaukee, Wisconsin, 53201, USA
  • 36Institut für Kernphysik, Westfälische Wilhelms-Universität Münster, D-48149 Münster, Germany
  • 37Bartol Research Institute and Department of Physics and Astronomy, University of Delaware, Newark, Delaware 19716, USA
  • 38Department of Physics, Yale University, New Haven, Connecticut 06520, USA
  • 39Department of Physics, University of Oxford, Parks Road, Oxford OX1 3PQ, United Kindom
  • 40Department of Physics, Drexel University, 3141 Chestnut Street, Philadelphia, Pennsylvania 19104, USA
  • 41Physics Department, South Dakota School of Mines and Technology, Rapid City, South Dakota 57701, USA
  • 42Department of Physics, University of Wisconsin, River Falls, Wisconsin 54022, USA
  • 43Department of Physics and Astronomy, University of Rochester, Rochester, New York 14627, USA
  • 44Oskar Klein Centre and Department of Physics, Stockholm University, SE-10691 Stockholm, Sweden
  • 45Department of Physics and Astronomy, Stony Brook University, Stony Brook, New York 11794-3800, USA
  • 46Department of Physics, Sungkyunkwan University, Suwon 16419, Korea
  • 47Department of Physics and Astronomy, University of Alabama, Tuscaloosa, Alabama 35487, USA
  • 48Department of Astronomy and Astrophysics, Pennsylvania State University, University Park, Pennsylvania 16802, USA
  • 49Department of Physics, Pennsylvania State University, University Park, Pennsylvania 16802, USA
  • 50Department of Physics and Astronomy, Uppsala University, Box 516, S-75120 Uppsala, Sweden
  • 51Department of Physics, University of Wuppertal, D-42119 Wuppertal, Germany
  • 52DESY, D-15738 Zeuthen, Germany

  • *analysis@icecube.wisc.edu

Phys. Rev. D 100, 082002 – Published 23 October, 2019

DOI: https://doi.org/10.1103/PhysRevD.100.082002

Abstract

We report on measurements of the all-particle cosmic ray energy spectrum and composition in the PeV to EeV energy range using 3 years of data from the IceCube Neutrino Observatory. The IceTop detector measures cosmic ray induced air showers on the surface of the ice, from which the energy spectrum of cosmic rays is determined by making additional assumptions about the mass composition. A separate measurement is performed when IceTop data are analyzed in coincidence with the high-energy muon energy loss information from the deep in-ice IceCube detector. In this measurement, both the spectrum and the mass composition of the primary cosmic rays are simultaneously reconstructed using a neural network trained on observables from both detectors. The performance and relative advantages of these two distinct analyses are discussed, including the systematic uncertainties and the dependence on the hadronic interaction models, and both all-particle spectra as well as individual spectra for elemental groups are presented.

Physics Subject Headings (PhySH)

Article Text

References (52)

  1. M. Aartsen et al. (IceCube Collaboration), J. Instrum. 12, P03012 (2017).
  2. R. Abbasi et al. (IceCube Collaboration), Nucl. Instrum. Methods Phys. Res., Sect. A 601, 294 (2009).
  3. R. Abbasi et al. (IceCube Collaboration), Nucl. Instrum. Methods Phys. Res., Sect. A 618, 139 (2010).
  4. R. Abbasi et al. (IceCube Collaboration), Nucl. Instrum. Methods Phys. Res., Sect. A 700, 188 (2013).
  5. T. Feusels, Measurement of cosmic ray composition and energy spectrum between 1 PeV and 1 EeV with IceTop and IceCube, Ph. D. thesis, Gent University, 2014.
  6. M. Aartsen et al. (IceCube Collaboration), Phys. Rev. D 88, 042004 (2013).
  7. R. Abbasi et al. (IceCube Collaboration), Astropart. Phys. 42, 15 (2013).
  8. T. Feusels, K. Rawlins et al. (IceCube Collaboration), Proc. Sci., ICRC2013 (2013) 861 [arXiv:1309.7006].
  9. D. Heck et al., CORSIKA: A Monte Carlo code to simulate extensive air showers, Forschungszentrum Karlsruhe Report No. FZKA 6019, 1998.
  10. D. Heck and T. Pierog, Extensive Air Shower Simulation with CORSIKA: A User’s Guide (Karlsruher Institut für Technologie, Karlsruhe, Germany, 2019); https://web.ikp.kit.edu/corsika/usersguide/usersguide.pdf.
  11. A. M. Hillas, Nucl. Phys. B, Proc. Suppl. 52, 29 (1997).
  12. G. Battistoni, F. Cerutti, A. Fassò, A. Ferrari, S. Muraro, J. Ranft, S. Roesler, and P. R. Sala, AIP Conf. Proc. 896, 31 (2007).
  13. E. Ahn, R. Engel, T. Gaisser, P. Lipari, and T. Stanev, Phys. Rev. D 80, 094003 (2009).
  14. W. Nelson, H. Hirayama, and D. Rogers, SLAC Report No. SLAC-265, 1985.
  15. A. E. Hedin, J. Geophys. Res. 96, 1159 (1991).
  16. S. Agostinelli et al., Nucl. Instrum. Methods Phys. Res., Sect. A 506, 250 (2003).
  17. J. Allison et al., IEEE Trans. Nucl. Sci. 53, 270 (2006).
  18. D. Chirkin and W. Rhode, arXiv:hep-ph/0407075.
  19. J. Lundberg, P. Miočinović, K. Woschnagg, T. Burgess, J. Adams, S. Hundertmark, P. Desiati, and P. Niessen, Nucl. Instrum. Methods Phys. Res., Sect. A 581 (2007).
  20. M. G. Aartsen et al. (IceCube Collaboration), Nucl. Instrum. Methods Phys. Res., Sect. A 711, 73 (2013).
  21. S. Klepser, Reconstruction of extensive air showers and measurement of the cosmic ray energy spectrum in the range of 1–80 PeV at the south pole, Ph.D. thesis, Humbolt-Universität zu Berlin, 2008.
  22. S. De Ridder, Sensitivity of IceCube cosmic ray measurements to the hadronic interaction models, Ph.D. thesis, Gent University, 2019.
  23. K.-H. Kampert and M. Unger, Astropart. Phys. 35, 660 (2012).
  24. M. G. Aartsen et al. (IceCube Collaboration), J. Instrum. 9, P03009 (2014).
  25. S. De Ridder, T. Feusels et al. (IceCube Collaboration), Proc. Sci., ICRC2013 (2013) 763 [arXiv:1309.7006].
  26. T. K. Gaisser, Astropart. Phys. 35, 801 (2012).
  27. K. G. Andeen, First measurements of cosmic ray composition from 1–50 PeV using new techniques on coincident data from the IceCube neutrino observatory, Ph.D. thesis, University of Wisconsin-Madison, 2011.
  28. H. Voss, A. Höcker, J. Stelzer, and F. Tegenfeldt, Proc. Sci., ACAT2007 (2007) 040.
  29. K. Cranmer, Comput. Phys. Commun. 136, 198 (2001).
  30. W. Verkerke and D. P. Kirkby, arXiv:physics/0306116.
  31. T. K. Gaisser, T. Stanev, and S. Tilav, Front. Phys. 8, 748 (2013).
  32. H. P. Dembinski, R. Engel, A. Fedynitch, T. Gaisser, F. Riehn, and T. Stanev, Proc. Sci., ICRC2017 (2018) 533.
  33. A. Van Overloop et al. (IceCube Collaboration), Proc. Sci., ICRC2011 (2011) 97.
  34. M. Rongen et al. (IceCube Collaboration), EPJ Web Conf. 116, 06011 (2016).
  35. M. G. Aartsen et al. (IceCube Collaboration), Nucl. Instrum. Methods Phys. Res., Sect. A 711, 73 (2013).
  36. S. Ostapchenko, Phys. Rev. D 83, 014018 (2011).
  37. F. Riehn, R. Engel, A. Fedynitch, T. K. Gaisser, and T. Stanev, Proc. Sci., ICRC2015 (2016) 558.
  38. T. Pierog, I. Karpenko, J. M. Katzy, E. Yatsenko, and K. Werner, Phys. Rev. C 92, 034906 (2015).
  39. H. P. Dembinski et al. (EAS-MSU, IceCube, KASCADE-Grande, NEVOD-DECOR, Pierre Auger, SUGAR, Telescope Array, and Yakutsk EAS Array Collaborations), EPJ Web Conf. 210, 02004 (2019).
  40. F. Riehn et al. (Pierre Auger Collaboration), Proc. Sci., ICRC2019 (2019) 404.
  41. J. Adam et al. (ALICE Collaboration), J. Cosmol. Astropart. Phys. 01 (2016) 032.
  42. M. Amenomori et al., Astrophys. J. 678, 1165 (2008).
  43. V. V. Prosin et al., EPJ Web Conf. 121, 03004 (2016).
  44. A. A. Ivanov, S. P. Knurenko, and I. Y. Sleptsov, New J. Phys. 11, 065008 (2009).
  45. R. U. Abbasi et al. (Telescope Array Collaboration), Astrophys. J. 865, 74 (2018).
  46. R. U. Abbasi et al. (High Res. Collaboration), Phys. Rev. Lett. 100, 101101 (2008).
  47. R. Abbasi et al. (Telescope Array Collaboration), Astropart. Phys. 80, 131 (2016).
  48. T. Antoni et al. (KASCADE Collaboration), Astropart. Phys. 24, 1 (2005).
  49. C. J. Arteaga-Velázquez et al. (KASCADE-Grande Collaboration), Proc. Sci., ICRC2017 (2018) 316.
  50. S. Epimakhov et al., Proc. Sci., ICRC2013 (2013) 326.
  51. J. Bellido et al. (Pierre Auger Collaboration), Proc. Sci., ICRC2017 (2018) 506.
  52. M. G. Aartsen et al. (IceCube Collaboration), arXiv:1412.5106.

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