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Testing hadronic-model predictions of depth of maximum of air-shower profiles and ground-particle signals using hybrid data of the Pierre Auger Observatory

Adila Abdul HalimUniversity of AdelaideP. AbreuUniversidade de Lisboa—ULM. AgliettaINFNI. AllekotteCentro Atómico Bariloche and Instituto Balseiro (CNEA-UNCuyo-CONICET)Kévin Almeida CheminantInstitute of Nuclear Physics PANA. AlmelaInstituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM)Roberto AloisioGran Sasso Science InstituteJaime Álvarez-MuñizUniversidade de Santiago de CompostelaJuan Ammerman YebraUniversidade de Santiago de CompostelaGioacchino Alex AnastasiINFNL. AnchordoquiCity University of New YorkB. AndradaInstituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM)S. AndringaUniversidade de Lisboa—ULL. ApollonioINFNC. AramoP. R. Araújo FerreiraRWTH Aachen UniversityE. ArnoneINFNJ. C. Arteaga VelázquezUniversidad Michoacana de San Nicolás de HidalgoP. AssisUniversidade de Lisboa—ULG. ÁvilaObservatorio Pierre Auger and Comisión Nacional de Energía AtómicaEmanuele AvoconeINFN Laboratori Nazionali del Gran SassoAlena BakalováInstitute of Physics of the Czech Academy of SciencesFelicia BarbatoGran Sasso Science InstituteAdriel Bartz MocellinColorado School of MinesJose A. BellidoUniversidad Nacional de San Agustin de ArequipaCorinne BératUniv. Grenoble AlpesM. E. BertainaINFNGopal BhattaInstitute of Nuclear Physics PANMarta BianciottoINFNPeter L. BiermannV. BinetInstituto de Física de Rosario (IFIR)—CONICET/U.N.R. and Facultad de Ciencias Bioquímicas y Farmacéuticas U.N.RKathrin BismarkInstitute for Experimental Particle PhysicsTeresa BisterNationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF)Jonathan BiteauUniversité Paris-SaclayJ. BlazekInstitute of Physics of the Czech Academy of SciencesC. BleveUniv. Grenoble AlpesJ. BlümerKarlsruhe Institute of Technology (KIT)M. BoháčováInstitute of Physics of the Czech Academy of SciencesDenise BoncioliUniversità dell’AquilaC. BonifaziInternational Center of Advanced Studies and Instituto de Ciencias FísicasL. Bonneau ArbeletcheUniversidade Estadual de Campinas (UNICAMP)Nataliia BorodaiInstitute of Nuclear Physics PANJ. BrackP. G. Brichetto OrcheraInstituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM)F. L. BriechleRWTH Aachen UniversityA. BuenoUniversidad de Granada and C.A.F.P.ES. BuitinkVrije Universiteit BrusselsMario BuscemiINFNMax BüskenInstitute for Experimental Particle PhysicsAnthony BwembyaNationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF)K. S. Caballero‐MoraUniversidad Autónoma de ChiapasS. Cabana-FreireUniversidade de Santiago de CompostelaLorenzo CaccianigaINFNF. CampuzanoUniversidad Tecnológica Nacional—Facultad Regional Mendoza (CONICET/CNEA)R. CarusoINFNA. CastellinaINFNF. CatalaniUniversidade de São PauloG. CataldiLorenzo CazonUniversidade de Santiago de CompostelaM. CerdaObservatorio Pierre AugerA. CermenatiGran Sasso Science InstituteJ. ChudobaInstitute of Physics of the Czech Academy of SciencesL. ChytkaPalacky UniversityR. W. ClayUniversity of AdelaideA. C. Cobos CeruttiUniversidad Tecnológica Nacional—Facultad Regional Mendoza (CONICET/CNEA)Roberta ColalilloINFNM. R. ColucciaR. ConceiçãoUniversidade de Lisboa—ULAntonio CondorelliUniversité Paris-SaclayGiovanni ConsolatiINFNM. ConteINFNFabio ConvengaINFN Laboratori Nazionali del Gran SassoD. Correia dos SantosUniversidade Federal FluminensePedro J. CostaUniversidade de Lisboa—ULC. E. CovaultCase Western Reserve UniversityM. CristinzianiUniversität SiegenCarlo Salvattore Cruz SanchezUniversidad Nacional de La Plata and CONICETS. DassoInstituto de Astronomía y Física del Espacio (IAFE, CONICET-UBA)K. DaumillerKarlsruhe Institute of Technology (KIT)B. R. DawsonUniversity of AdelaideR. M. de AlmeidaUniversidade Federal FluminenseJoaquín de JesúsInstituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM)S. J. de JongNationaal Instituut voor Kernfysica en Hoge Energie Fysica (NIKHEF)J. R. T. de Mello NetoUniversidade Federal do Rio de JaneiroI. De MitriGran Sasso Science InstituteJ. de OliveiraDanelise de Oliveira FrancoF. de PalmaINFNV. de SouzaUniversidade de São PauloBeatriz de ErricoUniversidade Federal do Rio de JaneiroEmanuele De VitoINFNA. Del PopoloINFNO. DelignyUniversité Paris-SaclayN. DennerInstitute of Physics of the Czech Academy of SciencesL. DevalInstituto de Tecnologías en Detección y Astropartículas (CNEA, CONICET, UNSAM)A. di MatteoM. Dobre“Horia Hulubei” National Institute for Physics and Nuclear EngineeringC. DobrigkeitUniversidade Estadual de Campinas (UNICAMP)J. C. D’OlivoUniversidad Nacional Autónoma de México
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We test the predictions of hadronic interaction models regarding the depth of maximum of air-shower profiles, <a:math xmlns:a="http://www.w3.org/1998/Math/MathML" display="inline"><a:msub><a:mi>X</a:mi><a:mi>max</a:mi></a:msub></a:math>, and ground-particle signals in water-Cherenkov detectors at 1000 m from the shower core, <c:math xmlns:c="http://www.w3.org/1998/Math/MathML" display="inline"><c:mi>S</c:mi><c:mo stretchy="false">(</c:mo><c:mn>1000</c:mn><c:mo stretchy="false">)</c:mo></c:math>, using the data from the fluorescence and surface detectors of the Pierre Auger Observatory. The test consists of fitting the measured two-dimensional (<g:math xmlns:g="http://www.w3.org/1998/Math/MathML" display="inline"><g:mi>S</g:mi><g:mo stretchy="false">(</g:mo><g:mn>1000</g:mn><g:mo stretchy="false">)</g:mo></g:math>, <k:math xmlns:k="http://www.w3.org/1998/Math/MathML" display="inline"><k:msub><k:mi>X</k:mi><k:mi>max</k:mi></k:msub></k:math>) distributions using templates for simulated air showers produced with hadronic interaction models pos-, et--04, 2.3d and leaving the scales of predicted <m:math xmlns:m="http://www.w3.org/1998/Math/MathML" display="inline"><m:msub><m:mi>X</m:mi><m:mi>max</m:mi></m:msub></m:math> and the signals from hadronic component at ground as free-fit parameters. The method relies on the assumption that the mass composition remains the same at all zenith angles, while the longitudinal shower development and attenuation of ground signal depend on the mass composition in a correlated way. The analysis was applied to 2239 events detected by both the fluorescence and surface detectors of the Pierre Auger Observatory with energies between <o:math xmlns:o="http://www.w3.org/1998/Math/MathML" display="inline"><o:msup><o:mn>10</o:mn><o:mn>18.5</o:mn></o:msup><o:mtext> </o:mtext><o:mtext> </o:mtext><o:mi>eV</o:mi></o:math> to <q:math xmlns:q="http://www.w3.org/1998/Math/MathML" display="inline"><q:msup><q:mn>10</q:mn><q:mn>19.0</q:mn></q:msup><q:mtext> </q:mtext><q:mtext> </q:mtext><q:mi>eV</q:mi></q:math> and zenith angles below 60°. We found, that within the assumptions of the method, the best description of the data is achieved if the predictions of the hadronic interaction models are shifted to deeper <s:math xmlns:s="http://www.w3.org/1998/Math/MathML" display="inline"><s:msub><s:mi>X</s:mi><s:mi>max</s:mi></s:msub></s:math> values and larger hadronic signals at all zenith angles. Given the magnitude of the shifts and the data sample size, the statistical significance of the improvement of data description using the modifications considered in the paper is larger than <u:math xmlns:u="http://www.w3.org/1998/Math/MathML" display="inline"><u:mn>5</u:mn><u:mi>σ</u:mi></u:math> even for any linear combination of experimental systematic uncertainties. Published by the American Physical Society 2024

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