Measurement of the mean number of muons with energies above 500 GeV in air showers detected with the IceCube Neutrino Observatory
Artikel i vetenskaplig tidskrift, 2025

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.

Författare

R. Abbasi

Loyola University of Chicago

M. Ackermann

Deutsches Elektronen-Synchrotron (DESY)

J. Adams

University of Canterbury

S. K. Agarwalla

University of Wisconsin Madison

Institute of Physics Bhubaneswar

J. A. Aguilar

Université libre de Bruxelles (ULB)

M. Ahlers

Köpenhamns universitet

J. M. Alameddine

Technische Universität Dortmund

N. M. Amin

University of Delaware

K. Andeen

Marquette University

C. Arguelles

Harvard University

Y. Ashida

University of Utah

S. Athanasiadou

Deutsches Elektronen-Synchrotron (DESY)

S. N. Axani

University of Delaware

R. Babu

Michigan State University

X. Bai

South Dakota School of Mines & Technology

J. Baines-Holmes

University of Wisconsin Madison

A. V. Balagopal

University of Wisconsin Madison

S. W. Barwick

University of California

S. Bash

Technische Universität München

V. Basu

University of Utah

J. J. Beatty

Ohio State University

J. Becker Tjus

J. Beise

Uppsala universitet

C. Bellenghi

Technische Universität München

B. Benkel

Deutsches Elektronen-Synchrotron (DESY)

S. BenZvi

University of Rochester

D. Berley

University of Maryland

E. Bernardini

Università di Padova

D. Z. Besson

University of Kansas

E. Blaufuss

University of Maryland

L. Bloom

University of Alabama

S. Blot

Deutsches Elektronen-Synchrotron (DESY)

I. Bodo

University of Wisconsin Madison

F. Bontempo

Karlsruher Institut für Technologie (KIT)

J. Y. Book Motzkin

Harvard University

C. Boscolo Meneguolo

Istituto Nazionale di Fisica Nucleare

Università di Padova

S. Boeser

Johannes Gutenberg-Universität Mainz

O. Botner

Uppsala universitet

J. Boettcher

RWTH Aachen University

J. Braun

University of Wisconsin Madison

B. Brinson

Georgia Institute of Technology

Z. Brisson-Tsavoussis

Queen's University

R. T. Burley

University of Adelaide

D. Butterfield

University of Wisconsin Madison

M. A. Campana

Drexel University

K. Carloni

Harvard University

J. Carpio

University of Nevada, Las Vegas

S. Chattopadhyay

University of Wisconsin Madison

Institute of Physics Bhubaneswar

N. Chau

Université libre de Bruxelles (ULB)

Z. Chen

State University of New York (SUNY)

D. Chirkin

University of Wisconsin Madison

S. Choi

University of Utah

B. A. Clark

University of Maryland

A. Coleman

Uppsala universitet

G. H. Collin

RWTH Aachen University

A. Connolly

Ohio State University

Technische Universität Dortmund

J. M. Conrad

Massachusetts Institute of Technology (MIT)

R. Corley

University of Utah

D. F. Cowen

Pennsylvania State University

C. De Clercq

Vrije Universiteit Brüssel (VUB)

J. J. DeLaunay

Pennsylvania State University

D. Delgado

Harvard University

T. Delmeulle

Université libre de Bruxelles (ULB)

P. Desiati

University of Wisconsin Madison

K. D. de Vries

Vrije Universiteit Brüssel (VUB)

T. DeYoung

Michigan State University

J. C. Diaz-Velez

University of Wisconsin Madison

S. DiKerby

Michigan State University

M. Dittmer

Universität Münster

A. Domi

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

Academia Sinica

L. Draper

University of Utah

D. Durnford

University of Alberta

K. Dutta

Johannes Gutenberg-Universität Mainz

M. A. DuVernois

University of Wisconsin Madison

T. Ehrhardt

Michigan State University

L. Eidenschink

Universität Münster

A. Eimer

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

P. Eller

University of Utah

E. Ellinger

RWTH Aachen University

D. Elsaesser

Technische Universität Dortmund

R. Engel

Karlsruher Institut für Technologie (KIT)

H. Erpenbeck

University of Wisconsin Madison

W. Esmail

Universität Münster

S. Eulig

Harvard University

J. Evans

University of Maryland

P. A. Evenson

University of Delaware

K. L. Fan

University of Maryland

K. Fang

University of Wisconsin Madison

K. Farrag

Chiba University

A. R. Fazely

Southern University and A&M College

A. Fedynitch

Academia Sinica

N. Feigl

Humboldt-Universität zu Berlin

C. Finley

Stockholms universitet

L. Fischer

Deutsches Elektronen-Synchrotron (DESY)

D. Fox

Pennsylvania State University

A. Franckowiak

Ruhr-Universität Bochum

S. Fukami

Deutsches Elektronen-Synchrotron (DESY)

J. Gallagher

University of Wisconsin Madison

E. Ganster

RWTH Aachen University

A. Garcia

Harvard University

M. Garcia

University of Delaware

G. Garg

University of Wisconsin Madison

E. Genton

Harvard University

L. Gerhardt

Lawrence Berkeley National Laboratory

A. Ghadimi

University of Alabama

C. Glaser

Uppsala universitet

T. Gluesenkamp

Uppsala universitet

J. G. Gonzalez

University of Delaware

S. Goswami

University of Nevada, Las Vegas

A. Granados

Michigan State University

D. Grant

Simon Fraser University

S. J. Gray

University of Maryland

S. Griffin

University of Wisconsin Madison

S. Griswold

University of Rochester

K. M. Groth

Köpenhamns universitet

D. Guevel

University of Wisconsin Madison

C. Guenther

RWTH Aachen University

P. Guetjahr

Technische Universität Dortmund

C. Ha

Chung-Ang University

C. Haack

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

A. Hallgren

Uppsala universitet

F. Halzen

University of Wisconsin Madison

M. Ha Minh

Technische Universität München

K. Hanson

University of Wisconsin Madison

J. Hardin

Massachusetts Institute of Technology (MIT)

A. A. Harnisch

Michigan State University

P. Hatch

Queen's University

A. Haungs

Karlsruher Institut für Technologie (KIT)

J. Haeussler

RWTH Aachen University

K. Helbing

Bergische Universität Wuppertal

J. Hellrung

Ruhr-Universität Bochum

L. Hennig

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

R. Hewett

University of Canterbury

N. Heyer

Uppsala universitet

S. Hickford

Bergische Universität Wuppertal

A. Hidvegi

Stockholms universitet

C. Hill

Chiba University

G. C. Hill

University of Adelaide

R. Hmaid

Chiba University

K. D. Hoffman

University of Maryland

D. Hooper

University of Wisconsin Madison

S. Hori

University of Wisconsin Madison

K. Hoshina

University of Wisconsin Madison

University of Tokyo

M. Hostert

Harvard University

W. Hou

Karlsruher Institut für Technologie (KIT)

T. Huber

Karlsruher Institut für Technologie (KIT)

K. Hultqvist

Stockholms universitet

K. Hymon

Technische Universität Dortmund

A. Ishihara

Chiba University

W. Iwakiri

Chiba University

M. Jacquart

Köpenhamns universitet

S. Jain

University of Wisconsin Madison

O. Janik

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

M. Jeong

University of Utah

M. Jin

Harvard University

N. Kamp

Harvard University

D. Kang

Karlsruher Institut für Technologie (KIT)

X. Kang

Drexel University

A. Kappes

Universität Münster

L. Kardum

Technische Universität Dortmund

T. Karg

Deutsches Elektronen-Synchrotron (DESY)

M. Karl

Technische Universität München

A. Karle

University of Wisconsin Madison

A. Katil

University of Alberta

M. Kauer

University of Wisconsin Madison

J. L. Kelley

University of Wisconsin Madison

M. Khanal

University of Utah

A. Khatee Zathul

University of Wisconsin Madison

A. Kheirandish

University of Nevada, Las Vegas

H. Kimku

Chung-Ang University

J. Kiryluk

State University of New York (SUNY)

C. Klein

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

S. R. Klein

University of California

Lawrence Berkeley National Laboratory

Y. Kobayashi

Chiba University

A. Kochocki

Michigan State University

R. Koirala

University of Delaware

H. Kolanoski

Humboldt-Universität zu Berlin

T. Kontrimas

Technische Universität München

L. Koepke

Johannes Gutenberg-Universität Mainz

C. Kopper

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

D. J. Koskinen

Köpenhamns universitet

P. Koundal

University of Delaware

M. Kowalski

Humboldt-Universität zu Berlin

Deutsches Elektronen-Synchrotron (DESY)

T. Kozynets

Köpenhamns universitet

N. Krieger

Ruhr-Universität Bochum

J. Krishnamoorthi

University of Wisconsin Madison

Institute of Physics Bhubaneswar

T. Krishnan

Harvard University

E. Krupczak

Michigan State University

A. Kumar

Deutsches Elektronen-Synchrotron (DESY)

E. Kun

Ruhr-Universität Bochum

N. Kurahashi

Drexel University

N. Lad

Deutsches Elektronen-Synchrotron (DESY)

C. Lagunas Gualda

Technische Universität München

L. Lallement Arnaud

Université libre de Bruxelles (ULB)

M. J. Larson

University of Maryland

F. Lauber

Bergische Universität Wuppertal

K. Leonard DeHolton

Pennsylvania State University

A. Leszczynska

University of Delaware

J. Liao

Georgia Institute of Technology

Y. T. Liu

Pennsylvania State University

M. Liubarska

University of Alberta

C. Love

Drexel University

L. Lu

University of Wisconsin Madison

F. Lucarelli

Université de Genève

W. Luszczak

Ohio State University

Y. Lyu

Lawrence Berkeley National Laboratory

University of California

J. Madsen

University of Wisconsin Madison

E. Magnus

Vrije Universiteit Brüssel (VUB)

K. B. M. Mahn

Michigan State University

Y. Makino

University of Wisconsin Madison

E. Manao

Technische Universität München

S. Mancina

Istituto Nazionale di Fisica Nucleare

Università di Padova

A. Mand

University of Wisconsin Madison

I. C. Maris

Université libre de Bruxelles (ULB)

S. Marka

Columbia University

I. Martinez-Soler

Harvard University

R. Maruyama

Yale University

F. Mayhew

Michigan State University

F. McNally

Mercer University

J. V. Mead

Köpenhamns universitet

K. Meagher

University of Wisconsin Madison

S. Mechbal

Deutsches Elektronen-Synchrotron (DESY)

A. Medina

Ohio State University

M. Meier

Chiba University

Y. Merckx

Vrije Universiteit Brüssel (VUB)

L. Merten

Ruhr-Universität Bochum

J. Mitchell

Southern University and A&M College

L. Molchany

South Dakota School of Mines & Technology

T. Montaruli

Université de Genève

R. W. Moore

University of Alberta

Y. Morii

Chiba University

A. Mosbrugger

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

M. Moulai

University of Wisconsin Madison

D. Mousadi

Deutsches Elektronen-Synchrotron (DESY)

T. Mukherjee

Karlsruher Institut für Technologie (KIT)

R. Naab

Deutsches Elektronen-Synchrotron (DESY)

M. Nakos

University of Wisconsin Madison

U. Naumann

Bergische Universität Wuppertal

J. Necker

Deutsches Elektronen-Synchrotron (DESY)

L. Neste

Stockholms universitet

M. Neumann

Universität Münster

H. Niederhausen

Michigan State University

M. U. Nisa

Michigan State University

K. Noda

Chiba University

A. Noell

RWTH Aachen University

A. Novikov

University of Delaware

A. Obertacke Pollmann

Chiba University

V. O'Dell

University of Wisconsin Madison

A. Olivas

University of Maryland

R. Orsoe

Technische Universität München

J. Osborn

University of Wisconsin Madison

E. O'Sullivan

Uppsala universitet

V. Palusova

Johannes Gutenberg-Universität Mainz

H. Pandya

University of Delaware

A. Parenti

Université libre de Bruxelles (ULB)

N. Park

Queen's University

V. Parrish

Michigan State University

E. N. Paudel

University of Alabama

L. Paul

South Dakota School of Mines & Technology

C. Perez de los Heros

Uppsala universitet

T. Pernice

Deutsches Elektronen-Synchrotron (DESY)

J. Peterson

University of Wisconsin Madison

M. Plum

South Dakota School of Mines & Technology

A. Ponten

Uppsala universitet

V. Poojyam

University of Alabama

Y. Popovych

Johannes Gutenberg-Universität Mainz

M. Prado Rodriguez

University of Wisconsin Madison

B. Pries

Michigan State University

R. Procter-Murphy

University of Maryland

G. T. Przybylski

Lawrence Berkeley National Laboratory

L. Pyras

University of Utah

C. Raab

Universite catholique de Louvain

J. Rack-Helleis

Johannes Gutenberg-Universität Mainz

N. Rad

Deutsches Elektronen-Synchrotron (DESY)

M. Ravn

Uppsala universitet

K. Rawlins

University of Alaska Anchorage

Z. Rechav

University of Wisconsin Madison

A. Rehman

University of Delaware

I. Reistroffer

South Dakota School of Mines & Technology

E. Resconi

Technische Universität München

S. Reusch

Deutsches Elektronen-Synchrotron (DESY)

C. D. Rho

Sungkyunkwan University

W. Rhode

Technische Universität Dortmund

B. Riedel

University of Wisconsin Madison

A. Rifaie

Bergische Universität Wuppertal

E. J. Roberts

University of Adelaide

S. Robertson

University of California

Lawrence Berkeley National Laboratory

M. Rongen

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

A. Rosted

Chiba University

C. Rott

University of Utah

T. Ruhe

Technische Universität Dortmund

L. Ruohan

Technische Universität München

D. Salazar-Gallegos

Michigan State University

P. Sampathkumar

Karlsruher Institut für Technologie (KIT)

A. Sandrock

Bergische Universität Wuppertal

G. Sanger-Johnson

Michigan State University

M. Santander

University of Alabama

S. Sarkar

University of Oxford

J. Savelberg

RWTH Aachen University

P. Schaile

Technische Universität München

H. Schieler

Karlsruher Institut für Technologie (KIT)

S. Schindler

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

L. Schlickmann

Johannes Gutenberg-Universität Mainz

B. Schlueter

Universität Münster

F. Schlueter

Université libre de Bruxelles (ULB)

N. Schmeisser

Bergische Universität Wuppertal

T. Schmidt

University of Maryland

F. G. Schroeder

Karlsruher Institut für Technologie (KIT)

University of Delaware

L. Schumacher

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

S. Sclafani

University of Maryland

D. Seckel

University of Delaware

L. Seen

University of Wisconsin Madison

M. Seikh

University of Kansas

S. Seunarine

University of Wisconsin

R. Shah

Drexel University

N. Shimizu

Chiba University

B. Skrzypek

University of California

R. Snihur

University of Wisconsin Madison

J. Soedingrekso

Technische Universität Dortmund

A. Sogaard

Köpenhamns universitet

D. Soldin

University of Utah

G. Sommani

Ruhr-Universität Bochum

C. Spannfellner

Technische Universität München

G. M. Spiczak

University of Wisconsin

C. Spiering

Deutsches Elektronen-Synchrotron (DESY)

J. Stachurska

Universiteit Gent

M. Stamatikos

Ohio State University

T. Stanev

University of Delaware

T. Stezelberger

Lawrence Berkeley National Laboratory

T. Stuerwald

Bergische Universität Wuppertal

T. Stuttard

Köpenhamns universitet

G. W. Sullivan

University of Maryland

I. Taboada

Georgia Institute of Technology

S. Ter-Antonyan

Southern University and A&M College

A. Terliuk

Technische Universität München

A. Thakuri

South Dakota School of Mines & Technology

M. Thiesmeyer

University of Wisconsin Madison

W. G. Thompson

Harvard University

J. Thwaites

University of Wisconsin Madison

S. Tilav

University of Delaware

K. Tollefson

Michigan State University

S. Toscano

Université libre de Bruxelles (ULB)

D. Tosi

University of Wisconsin Madison

A. Trettin

Deutsches Elektronen-Synchrotron (DESY)

A. K. Upadhyay

University of Wisconsin Madison

Institute of Physics Bhubaneswar

K. Upshaw

Southern University and A&M College

A. Vaidyanathan

Marquette University

N. Valtonen-Mattila

Ruhr-Universität Bochum

Uppsala universitet

J. Valverde

Marquette University

J. Vandenbroucke

University of Wisconsin Madison

T. Van Eeden

Deutsches Elektronen-Synchrotron (DESY)

N. van Eijndhoven

Vrije Universiteit Brüssel (VUB)

J. van Santen

Deutsches Elektronen-Synchrotron (DESY)

J. Vara

Universität Münster

M. Venugopal

Karlsruher Institut für Technologie (KIT)

S. Vergara Carrasco

University of Canterbury

S. Verpoest

University of Delaware

D. Veske

Columbia University

A. Vijai

University of Maryland

J. Villarreal

Massachusetts Institute of Technology (MIT)

C. Walck

Stockholms universitet

A. Wang

Georgia Institute of Technology

E. Warrick

University of Alabama

C. Weaver

Michigan State University

P. Weigel

Massachusetts Institute of Technology (MIT)

A. Weindl

Karlsruher Institut für Technologie (KIT)

A. Y. Wen

Harvard University

C. Wendt

University of Wisconsin Madison

J. Werthebach

Technische Universität Dortmund

M. Weyrauch

Karlsruher Institut für Technologie (KIT)

N. Whitehorn

Michigan State University

C. H. Wiebusch

RWTH Aachen University

D. R. Williams

University of Alabama

L. Witthaus

Technische Universität Dortmund

M. Wolf

Technische Universität München

G. Wrede

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

X. W. Xu

Southern University and A&M College

J. P. Yanez

University of Alberta

Y. Yao

University of Wisconsin Madison

E. Yildizci

University of Wisconsin Madison

S. Yoshida

Chiba University

R. Young

University of Kansas

F. Yu

Harvard University

S. Yu

University of Utah

T. Yuan

University of Wisconsin Madison

A. Zegarelli

Ruhr-Universität Bochum

S. Zhang

Michigan State University

Z. Zhang

State University of New York (SUNY)

P. Zhelnin

Harvard University

P. Zilberman

University of Wisconsin Madison

Physical Review D

2470-0010 (ISSN) 2470-0029 (eISSN)

Vol. 112 8 082004

Ämneskategorier (SSIF 2025)

Astronomi, astrofysik och kosmologi

Subatomär fysik

DOI

10.1103/lrjy-3hht

Mer information

Senast uppdaterat

2026-02-17