Measurement of the mean number of muons with energies above 500 GeV in air showers detected with the IceCube Neutrino Observatory
We present a measurement of the mean number of muons with energies larger than 500 GeV in near-vertical extensive air showers initiated by cosmic rays with primary energies between 2.5 and 100 PeV. The measurement is based on events detected in coincidence between the surface and in-ice detectors of the IceCube Neutrino Observatory. Air showers are recorded on the surface by IceTop, while a bundle of high-energy muons (TeV muons) from the shower can subsequently produce a tracklike event in the IceCube in-ice array. Results are obtained assuming the hadronic interaction models Sibyll 2.1, QGSJet-II.04, and EPOS-LHC. The measured number of TeV muons is found to be in agreement with predictions from air-shower simulations. The results have also been compared to a measurement of low-energy muons by IceTop, indicating an inconsistency between the predictions for low- and high-energy muons in simulations based on the EPOS-LHC model.
Authors
- S. R. Klein
- C. H. Wiebusch
- J. Graciá‐Carpio
- Linda B. Bloom (ORCID: https://orcid.org/0000-0002-6075-4387)
- Thijs van Eeden
- M. Venugopal
- A. Connolly
- H. Niederhausen
- S. J. Gray
- I. C. Mariş
- G. M. Spiczak (ORCID: https://orcid.org/0000-0002-0030-0519)
- M. Lamoureux (ORCID: https://orcid.org/0000-0002-8860-5826)
- Y. Ashida
- M. Jacquart
- A. Garcia
- A. Novikov
- A. Balagopal V.
- Thien Nhan Chau (ORCID: https://orcid.org/0000-0002-6047-8159)
- T. Stezelberger
- C. Haack
- B. A. Clark
- C. Argüelles
- I. Taboada (ORCID: https://orcid.org/0000-0003-3509-3457)
- A. Medina
- S. Shefali
- A. Kochocki
- P. Zhelnin (ORCID: https://orcid.org/0000-0003-1019-8375)
- Felix Schlüter (ORCID: https://orcid.org/0000-0002-5545-4363)
- D. Soldin
- T. Kozynets
- K.D. Hoffman
- I. Martinez-Soler
- N. M. Amin
- K. D. de Vries (ORCID: https://orcid.org/0000-0002-9842-4068)
- A. Terliuk
- A. Kheirandish
- Lars Philipp Heuermann
- J. Krishnamoorthi (ORCID: https://orcid.org/0009-0006-1352-2248)
- Yantao Liu (ORCID: https://orcid.org/0000-0003-1448-271X)
- S. Athanasiadou
- A. Parenti (ORCID: https://orcid.org/0000-0002-6132-5680)
- Veronika Palušová (ORCID: https://orcid.org/0000-0003-2467-1215)
- G. de Wasseige
- Kareem Ramadan Farrag (ORCID: https://orcid.org/0000-0001-6847-557X)
- Leonora Kardum (ORCID: https://orcid.org/0000-0001-9351-004X)
- M. Vereecken
- N. Park
- J. Braun (ORCID: https://orcid.org/0009-0006-5485-5436)
- Axel Ponten
- D. J. Koskinen
- T. Stuttard
- Matheus Hostert (ORCID: https://orcid.org/0000-0002-9584-8877)
- J. Soedingrekso
- Miaochen Jin (ORCID: https://orcid.org/0000-0003-0487-5595)
- P. Hatch
- S. Robertson
- R. Naab
- Carolin Klein
- P. Desiati
- F. Lucarelli
- E. N. Paudel
- D. Fox
- A. Kappes
- F. Halzen
- Julia Book (ORCID: https://orcid.org/0000-0001-6687-5959)
- A. Søgaard
- N. Heyer
- Finn Mayhew (ORCID: https://orcid.org/0000-0001-7609-403X)
- Kaustav Dutta
- Elena Manao
- C. Bellenghi
- Z. Zhang
- E. Bernardini (ORCID: https://orcid.org/0000-0003-3108-1141)
- Alicia Mand (ORCID: https://orcid.org/0009-0005-9697-1702)
- F. Bontempo
- Leon Hamacher
- Shaoqing Yu (ORCID: https://orcid.org/0000-0003-2208-4535)
- Dong Woo Kang (ORCID: https://orcid.org/0000-0003-2227-7599)
- Matthias Thiesmeyer (ORCID: https://orcid.org/0009-0003-0005-4762)
- Oliver Janik (ORCID: https://orcid.org/0009-0007-3121-2486)
- P. Fürst
- J. Vandenbroucke
- Abhinaba Upadhyay
- C. Spannfellner
- C. Pérez de los Heros (ORCID: https://orcid.org/0000-0002-2084-5866)
- Cristina Lagunas Gualda (ORCID: https://orcid.org/0000-0002-9040-7191)
- Emma Kun (ORCID: https://orcid.org/0000-0003-2769-3591)
- Sreetama Goswami (ORCID: https://orcid.org/0000-0002-5614-4092)
- Sanjib Kumar Agarwalla (ORCID: https://orcid.org/0000-0002-9714-8866)
- J. Beise
- F. Lauber
- T. Mukherjee
- S. Blot
- D. Durnford
- Kathrine Mørch Groth (ORCID: https://orcid.org/0000-0002-1581-9049)
- Shinsuke Yoshida (ORCID: https://orcid.org/0000-0002-9898-5818)
- Fahim Varsi (ORCID: https://orcid.org/0000-0001-7795-0467)
- T. Stürwald
- S. N. Axani (ORCID: https://orcid.org/0000-0001-8866-3826)
- W. G. Thompson
- C. Love
- S. Griswold
- Gaurav Garg (ORCID: https://orcid.org/0000-0001-5198-8934)
- K. Rawlins
- Z. Rechav
- M. Seikh
- J. J. DeLaunay
- Gerhard Krieger (ORCID: https://orcid.org/0000-0002-4548-0285)
- Yarno Merckx (ORCID: https://orcid.org/0000-0003-0616-9563)
- J. Vara
- Emre Burak Yildizci
- W. Iwakiri
- Peter Behrens (ORCID: https://orcid.org/0000-0002-6516-4562)
- H. Pandya
- S. Ter–Antonyan (ORCID: https://orcid.org/0000-0002-5788-1369)
- J. Böttcher (ORCID: https://orcid.org/0000-0002-3387-4236)
- P. Weigel
- Erin O’Sullivan (ORCID: https://orcid.org/0000-0003-1882-8802)
- M. Dittmer
- Marek Daniel Kowalski (ORCID: https://orcid.org/0000-0001-8150-6561)
- E. H. S. Warrick (ORCID: https://orcid.org/0009-0006-3975-1006)
- A. A. Harnisch
- M. Prado Rodriguez
- A. Khatee Zathul (ORCID: https://orcid.org/0000-0002-8735-8579)
- E. J. Roberts
- T. Karg
- Lukas Merten (ORCID: https://orcid.org/0000-0003-1332-9895)
- C. Weaver
- A. R. Fazely
- T. Kontrimas
- W. Luszczak
- A. Hidvegi
- F. G. Schröder
- M. Schaufel
- R. W. Moore (ORCID: https://orcid.org/0000-0003-4160-4700)
- Akanksha Katil
- K. Tollefson
- H. Kolanoski
- Lilly Pyras (ORCID: https://orcid.org/0000-0003-1146-9659)
- J. van Santen
- M. Ha Minh
- E. Krupczak
- A. Ghadimi
- A. Eimer (ORCID: https://orcid.org/0009-0002-6308-0258)
- Simeon Bash (ORCID: https://orcid.org/0000-0003-2680-1271)
- Alex Wen (ORCID: https://orcid.org/0009-0009-4869-7867)
- M. Plum
- Imre Bodó (ORCID: https://orcid.org/0000-0003-4170-8577)
- H. Erpenbeck
- T. Krishnan (ORCID: https://orcid.org/0000-0002-3237-3114)
- M. Nakos
- Z. Chen (ORCID: https://orcid.org/0000-0002-2813-7688)
- A. Obertacke Pollmann (ORCID: https://orcid.org/0000-0002-2492-043X)
- C. Günther
- M. U. Nisa
- D. Chirkin
- J. Rack-Helleis
- K. Meagher
- A. Noell
- Aske Rosted (ORCID: https://orcid.org/0000-0003-2410-400X)
- R. Babu
- Xiaolin Xu (ORCID: https://orcid.org/0000-0001-8393-2783)
- Peter John Cusack Coleman (ORCID: https://orcid.org/0000-0002-3266-7358)
- Perri Zilberman (ORCID: https://orcid.org/0000-0003-4714-0679)
- Janeth Valverde (ORCID: https://orcid.org/0000-0002-8090-6528)
- A. Fedynitch
- U. Naumann
- D. Tosi
- Chang Dong Rho (ORCID: https://orcid.org/0000-0002-6524-9769)
- Caterina Boscolo Meneguolo (ORCID: https://orcid.org/0000-0001-8325-4329)
- Minjin Jeong (ORCID: https://orcid.org/0000-0003-2420-6639)
- E. Ganster
- Rattikorn Hewett (ORCID: https://orcid.org/0000-0002-9021-7777)
- Vivian O'Dell (ORCID: https://orcid.org/0000-0003-0903-543X)
- R. T. Burley
- A. Vaidyanathan (ORCID: https://orcid.org/0000-0002-7427-5256)
- Dan Hooper (ORCID: https://orcid.org/0000-0001-8837-4127)
- C. Glaser
- S. Deng (ORCID: https://orcid.org/0009-0004-4395-2877)
- S. BenZvi (ORCID: https://orcid.org/0000-0001-5537-4710)
- J. Kiryluk
- X. Bai
- A. Coleman
- Lea Schlickmann (ORCID: https://orcid.org/0000-0002-9746-6872)
- M. Stamatikos
- S. Chattopadhyay (ORCID: https://orcid.org/0000-0003-1097-8806)
- L. Schumacher
- S. Mechbal
- J. Savelberg
- Waleed Esmail (ORCID: https://orcid.org/0000-0002-0097-3668)
- R. Procter-Murphy
- J. V. Mead
- Joshua Villarreal (ORCID: https://orcid.org/0000-0001-9690-1310)
- J. Osborn
- M. A. Campana
- D. F. Cowen
- Y. Makino
- Ke Fang (ORCID: https://orcid.org/0000-0002-5387-8138)
- A. Franckowiak
- R. Orsoe
- J. P. Lazar
- K. Hoshina
- Gerrit Wrede
- M. Weyrauch
- P. A. Evenson
- Alejandra Granados (ORCID: https://orcid.org/0000-0002-9369-9281)
- F. McNally
- A. Leszczyńska
- V. Basu
- Bruno Benkel
- S. Tilav
- B. Brinson
- L. Ruohan
- S. W. Barwick
- J. L. Kelley
- L. Marten
- M. Moulai
- K. Upshaw
- J. Saffer
- B. Schlüter
- N. Valtonen-Mattila
- M. Kauer
- A. Haungs
- Jean-Marco Alameddine (ORCID: https://orcid.org/0000-0002-9534-9189)
- David Joseph Guevel (ORCID: https://orcid.org/0000-0002-0870-2328)
- J. Becker Tjus
- Y. Popovych
- A. Kappes (ORCID: https://orcid.org/0000-0003-1315-3711)
- R. Koirala
- Y. Morii
- Else Magnus (ORCID: https://orcid.org/0009-0008-8111-1154)
- E. Ellinger
- L. Fischer
- D. Seckel (ORCID: https://orcid.org/0009-0009-9085-466X)
- N. Kamp (ORCID: https://orcid.org/0000-0001-9232-259X)
- P. Eller
- N. Whitehorn
- Delaney Butterfield
- P. Sampathkumar
- Kayla Leonard DeHolton (ORCID: https://orcid.org/0000-0002-8795-0601)
- L. Lu
- S. Verpoest
- Pascal Gutjahr (ORCID: https://orcid.org/0000-0001-7980-7285)
- S. Sclafani
- T. Glüsenkamp
- C. Kopper
- S. Seunarine (ORCID: https://orcid.org/0000-0003-3272-6896)
- Sam Hori (ORCID: https://orcid.org/0009-0007-2644-5955)
- K. Hanson
- Adam Rifaie (ORCID: https://orcid.org/0009-0003-1010-5156)
- Doğa Veske (ORCID: https://orcid.org/0000-0003-4225-0895)
- X. Kang (ORCID: https://orcid.org/0000-0002-0846-1587)
- Lincoln Draper
- J. Y. Liao (ORCID: https://orcid.org/0000-0001-8277-6133)
- Giacomo Sommani
- T. Montaruli
- Lars Hennig (ORCID: https://orcid.org/0000-0002-6645-1862)
- Leonhard Eidenschink
- Abdul Rehman (ORCID: https://orcid.org/0000-0001-7809-5124)
- B. Pries
- T. Huber
- D. Berley
- B. Riedel
- S. Choi
- Laurent Arnaud (ORCID: https://orcid.org/0000-0002-8077-8394)
- D. Delgado
- D. Z. Besson
- Michael Handt
- W. Hou
- D. Salazar-Gallegos
- S. Schindler
- D. R. Williams
- T. Schmidt
- Kwok Lung Fan (ORCID: https://orcid.org/0000-0002-8246-4751)
- Jonas Häußler (ORCID: https://orcid.org/0009-0003-5552-4821)
- Josh Peterson
- Karolin Hymon (ORCID: https://orcid.org/0000-0002-4377-5207)
- P. Koundal
- J. Thwaites
- M. Liubarska
- T. Ehrhardt
- Sean Griffin (ORCID: https://orcid.org/0000-0001-8521-9404)
- K. Carloni
- C. Ha (ORCID: https://orcid.org/0000-0002-9598-8589)
- Yuhua Yao (ORCID: https://orcid.org/0000-0002-4611-0075)
- Jonas Hellrung (ORCID: https://orcid.org/0009-0006-7300-8961)
- J. Necker
- S. Hickford
- Alexandra Trettin
- P. Soldin (ORCID: https://orcid.org/0000-0002-8369-7506)
- S. Sarkar
- A. Ishihara
- K. Kruiswijk
- L. Halve
- Ludwig Neste (ORCID: https://orcid.org/0000-0002-4829-3469)
- Nick Schmeisser
- A. Vijai (ORCID: https://orcid.org/0009-0009-8996-2655)
- Lucas Witthaus (ORCID: https://orcid.org/0009-0000-0666-3671)
- Anke Mosbrugger
- Eliot Genton (ORCID: https://orcid.org/0009-0003-5263-972X)
- Teresa Pernice
- Patrick Schaile
- H. Kimku
- Martin Langgård Ravn (ORCID: https://orcid.org/0009-0007-6872-8603)
- A. Kumar (ORCID: https://orcid.org/0000-0002-8477-9079)
- L. Lu (ORCID: https://orcid.org/0000-0003-3175-7770)
- Shuo Zhang (ORCID: https://orcid.org/0000-0002-2967-790X)
- Andrew Wang (ORCID: https://orcid.org/0000-0001-8729-0933)
- Yukiho Kobayashi (ORCID: https://orcid.org/0000-0001-5551-2845)
- Andreas Weindl (ORCID: https://orcid.org/0000-0003-4929-6191)
- Samyak Jain (ORCID: https://orcid.org/0009-0000-7455-782X)
- Justin Mitchell
- K. B. M. Mahn
- Sebastian Vergara Carrasco
- H. Schieler
- C. Spiering
- A. Sandrock
- G. T. Przybylski
- Juliana Stachurska (ORCID: https://orcid.org/0000-0002-0238-5608)
- J. Gallagher
- A. Hallgren
- A. Olivas
- O. Botner
- N. Rad (ORCID: https://orcid.org/0009-0002-4916-7656)
- C. Finley
- R. Young
- S. Mancina
- Juan Pablo Yáñez (ORCID: https://orcid.org/0000-0002-5373-2569)
- R. Bay
- J. Werthebach
- S. Reusch
- C. Rott
- T. Stanev
- A. Domi
- N. van Eijndhoven
- N. Lad
- M. Rongen
- A. Zegarelli
- K. Andeen
- Victoria Alexis Parrish
- C. De Clercq
- R. Snihur
- C. Hill
- N. Shimizu
- R. Shah
- G. B. Yu (ORCID: https://orcid.org/0000-0002-0615-8082)
- R. Abbasi
- S. Fukami
- M. Ahlers
- J. A. Aguilar
- C. Raab
- A. Karle
- J. C. Díaz-Vélez
- Dominik Elsässer
- R. Engel
- Z. Márka
- J. G. Gonzalez
- T. DeYoung
- M. Ahrens
- T. Yuan
- J. Adams
- M. Karl
- T. Ruhe
- S. Toscano
- L. Köpke
- K. Noda
- M. Ramirez-García (ORCID: https://orcid.org/0000-0002-4564-3822)
- S. Márka
- R. Maruyama
- Michael J Larson
- L. Gerhardt
- B. Skrzypek
- C. Wendt
- M. Wolf
- Manish Khanal
- N. Kurahashi
- G. H. Collin
- Y. Lyu
- J. Madsen
- C. Walck
- K. Hultqvist
- S. Böser
- J. C. Evans
- M. G. Aartsen
- E. Blaufuss
- Rebecca Corley
- Nora Feigl
- M. A. DuVernois
- J. Hardin
- D. Grant
- Marcos Santander
- W. Rhode
- M.A. Neumann
- K. Helbing
- E. Resconi (ORCID: https://orcid.org/0000-0003-0705-2770)
- Per Arne Sevle Myhr
- Zoe Brisson-Tsavoussis
- Ramy Hmaid
- Sonke Schwirn
- Leo Seen (ORCID: https://orcid.org/0009-0004-9204-0241)
- G. W. Sullivan
- L. Paul
- Grace Sanger-Johnson (ORCID: https://orcid.org/0000-0002-4463-2902)
- Stephen DiKerby (ORCID: https://orcid.org/0000-0003-2633-2196)
- A. Thakuri
- J. Baines-Holmes
- L. Dueser
- S. Eulig
- L. Molchany
- D. Mousadi
- I. Reistroffer
- T. Delmeulle
- V. Poojyam
Institutions
- Karlsruhe Institute of Technology (DE)
- Marquette University (US)
- University of Geneva (CH)
- Uppsala University (SE)
- University of Copenhagen (DK)
- Georgia Institute of Technology (US)
- Pennsylvania State University (US)
- Université Libre de Bruxelles (BE)
- University of Nevada, Las Vegas (US)
- University of Nevada, Reno (US)
- Vrije Universiteit Brussel (BE)
- University of Wisconsin–Madison (US)
- Harvard University (US)
- University of Padua (IT)
- University of Wisconsin–River Falls (US)
- University of Kansas (US)
- University of Alaska Anchorage (US)
- Lawrence Berkeley National Laboratory (US)
- Mercer University (US)
- University of Alberta (CA)
- Chiba University (JP)
- Stockholm University (SE)
- University of Wuppertal (DE)
- University of Alabama (US)
- Simon Fraser University (CA)
- Friedrich-Alexander-Universität Erlangen-Nürnberg (DE)
- South Dakota School of Mines and Technology (US)
- University of Canterbury (NZ)
- Loyola University Chicago (US)
- Johannes Gutenberg University Mainz (DE)
- TU Dortmund University (DE)
- University of California, Irvine (US)
- Queen's University (CA)
- University of Utah (US)
- University of Münster (DE)
- Mercer University Health Sciences Center (US)
- Harvard University Press (US)
- Deutsches Elektronen-Synchrotron DESY (DE)
- University of California System (US)
- Ghent University (BE)
- Yale University (US)
- Humboldt-Universität zu Berlin (DE)
- University of Oxford (GB)
- Institute of Particle Physics (CA)
- Institute of Physics, Academia Sinica (TW)
- The Ohio State University (US)
- University of Rochester (US)
- The University of Adelaide (AU)
- Stony Brook University (US)
- Technical University of Munich (DE)
- Massachusetts Institute of Technology (US)
- University of Maryland, College Park (US)
- Chung-Ang University (KR)
- Drexel University (US)
- Southern University (BD)
- Columbia University (US)
- Sungkyunkwan University (KR)
- University of Delaware (US)
- Michigan State University (US)
- RWTH Aachen University (DE)
- Ruhr University Bochum (DE)
- University of California, Berkeley (US)
- UCLouvain (BE)
Publication Details
- Journal
- Physical review. D/Physical review. D.
- Published
- 2025-10-17
- DOI
- https://doi.org/10.1103/lrjy-3hht
- Citations
- 1
- Primary Topic
- Astrophysics and Cosmic Phenomena
- Type
- article
- Field-Weighted Citation Impact
- 1.87
Funders
- National Science Foundation
- U.S. Department of Energy
- University of Wisconsin-Madison
- Nvidia
- Michigan State University
- Villum Fonden
- Polarforskningssekretariatet
- Marquette University
- Western Canada Research Grid
- European Commission
- National Research Foundation
- Deutsche Forschungsgemeinschaft
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
- Bundesministerium für Bildung und Forschung
- Chung-Ang University
- Fonds De La Recherche Scientifique - FNRS
- Belgian Federal Science Policy Office
- Fonds Wetenschappelijk Onderzoek
- National Research Foundation of Korea
- Knut och Alice Wallenbergs Stiftelse
- Vetenskapsrådet
- RWTH Aachen University
- Chiba University
- Helmholtz Alliance for Astroparticle Physics
- Alliance de recherche numérique du Canada
- College of Engineering, Michigan State University
- Natural Sciences and Engineering Research Council of Canada
- Deutsches Elektronen-Synchrotron
- Japan Society for the Promotion of Science
- Marsden Fund
- Institute for Global Prominent Research, Chiba University
- Office of Polar Programs
- Office of Advanced Cyberinfrastructure
- Office of Experimental Program to Stimulate Competitive Research