Paper detail

Measuring the muon content of inclined air showers using AERA and the water-Cherenkov detectors of the Pierre Auger Observatory

We present a novel approach for assessing the muon content of air showers with large zenith angles on a combined analysis of their radio emission and particle footprint. We use the radiation energy reconstructed by the Auger Engineering Radio Array (AERA) as an energy estimator and determine the muon number independently with the water-Cherenkov detector array of the Pierre Auger Observatory, deployed on a 1500 m grid. We focus our analysis on air showers with primary energy above 4 EeV to ensure full detection efficiency. Over approximately ten years of accumulated data, we identify a set of 40 high-quality events that are used in the analysis. The estimated muon contents in data are compatible with those for iron primaries as predicted by current-generation hadronic interaction models. This result can be interpreted as a deficit of muons in simulations as a lighter mass composition has been established from Xmax measurements. This muon deficit was already observed in previous analyses of the Auger Collaboration and is confirmed using hybrid events that include radio measurements for the first time.

preprint2026arXivOpen access
The Pierre Auger CollaborationA. Abdul HalimP. AbreuM. AgliettaI. AllekotteK. Almeida CheminantA. AlmelaR. AloisioJ. Alvarez-MuñizA. AmbrosoneJ. Ammerman YebraG. A. AnastasiL. AnchordoquiB. AndradaL. Andrade DouradoS. AndringaL. ApollonioC. AramoE. ArnoneJ. C. Arteaga VelázquezP. AssisG. AvilaE. AvoconeA. BakalovaF. BarbatoA. Bartz MocellinJ. A. BellidoC. BeratM. E. BertainaM. BianciottoP. L. BiermannV. BinetK. BismarkT. BisterJ. BiteauJ. BlazekJ. BlümerM. BoháčováD. BoncioliC. BonifaziL. Bonneau ArbeletcheN. BorodaiJ. BrackP. G. Brichetto OrcheraF. L. BriechleA. BuenoS. BuitinkM. BuscemiM. BüskenA. BwembyaK. S. Caballero-MoraS. Cabana-FreireL. CaccianigaF. CampuzanoJ. Caraça-ValenteR. CarusoA. CastellinaF. CatalaniG. CataldiL. CazonM. CerdaB. ČermákováA. CermenatiJ. A. ChinellatoJ. ChudobaL. ChytkaR. W. ClayA. C. Cobos CeruttiR. ColalilloR. ConceiçãoG. ConsolatiM. ConteF. ConvengaD. Correia dos SantosP. J. CostaC. E. CovaultM. CristinzianiC. S. Cruz SanchezS. DassoK. DaumillerB. R. DawsonR. M. de AlmeidaE. -T. de BooneB. de ErricoJ. de JesúsS. J. de JongJ. R. T. de Mello NetoI. De MitriJ. de OliveiraD. de Oliveira FrancoF. de PalmaV. de SouzaE. De VitoA. Del PopoloO. DelignyN. DennerL. DevalA. di MatteoC. DobrigkeitJ. C. D'OlivoL. M. Domingues MendesQ. DorostiJ. C. dos AnjosR. C. dos AnjosJ. EbrF. EllwangerR. EngelI. EpicocoM. ErdmannA. EtchegoyenC. EvoliH. FalckeG. FarrarA. C. FauthT. FehlerF. FeldbuschA. FernandesM. FernandezB. FickJ. M. FigueiraP. FilipA. FilipčičT. FitoussiB. FlaggsT. FodranA. FrancoM. FreitasT. FujiiA. FusterC. GaleaB. GarcíaC. GauduP. L. GhiaU. GiaccariF. GobbiF. GollanG. GolupM. Gómez BerissoP. F. Gómez VitaleJ. P. GongoraJ. M. GonzálezN. GonzálezD. GóraA. GorgiM. GottowikF. GuarinoG. P. GuedesL. GülzowS. HahnP. HamalM. R. HampelP. HansenV. M. HarveyA. HaungsT. HebbekerC. HojvatJ. R. HörandelP. HorvathM. HrabovskýT. HuegeA. InsoliaP. G. IsarM. IsmaielP. JanecekV. JilekK. -H. KampertB. KeilhauerA. KhakurdikarV. V. Kizakke CovilakamH. O. KlagesM. KleifgesJ. KöhlerF. KriegerM. KubatovaN. KunkaB. L. LagoN. LangnerN. LealM. A. Leigui de OliveiraY. Lema-CapeansA. Letessier-SelvonI. Lhenry-YvonL. LopesJ. P. LundquistM. MallamaciD. MandatP. MantschF. M. MarianiA. G. MariazziI. C. MarişG. MarsellaD. MartelloS. MartinelliM. A. MartinsH. J. MathesJ. MatthewsG. MatthiaeE. MayotteS. MayotteP. O. MazurG. Medina-TancoJ. MeinertD. MeloA. MenshikovC. MerxS. MichalM. I. MichelettiL. MiramontiM. MogarkarS. MollerachF. MontanetL. MorejonK. MulreyR. MussaW. M. NamasakaS. NegiL. NellenK. NguyenG. NicoraM. NiechciolD. NitzD. NosekA. NovikovV. NovotnyL. NožkaA. NucitaL. A. NúñezJ. OchoaC. OliveiraL. ÖstmanM. PalatkaJ. PallottaS. PanjaG. ParenteT. PaulsenJ. PawlowskyM. PechJ. PękalaR. PelayoV. PelgrimsL. A. S. PereiraE. E. Pereira MartinsC. Pérez BertolliL. PerroneS. PetreraC. PetrucciT. PierogM. PimentaM. PlatinoB. PontM. Pourmohammad ShahvarP. PriviteraC. PriyadarshiM. ProuzaK. PytelS. QuerchfeldJ. RautenbergD. RavignaniJ. V. Reginatto AkimA. ReuzkiJ. RidkyF. RiehnM. RisseV. RiziE. RodriguezG. Rodriguez FernandezJ. Rodriguez RojoS. RossoniM. RothE. RouletA. C. RoveroA. SaftoiuM. SaharanF. SalamidaH. SalazarG. SalinaP. SampathkumarN. San MartinJ. D. Sanabria GomezF. SánchezE. M. SantosE. SantosF. SarazinR. SarmentoR. SatoP. SavinaV. ScheriniH. SchielerM. SchimassekM. SchimpD. SchmidtO. ScholtenH. SchoorlemmerP. SchovánekF. G. SchröderJ. SchulteT. SchulzS. J. SciuttoM. ScornavaccheA. SedoskiA. SegretoS. SehgalS. U. ShivashankaraG. SiglK. SimkovaF. SimonR. ŠmídaP. SommersR. SquartiniM. StadelmaierS. StaničJ. StasielakP. StassiS. SträhnzM. StraubT. SuomijärviA. D. SupanitskyZ. SvozilikovaK. SyrokvasZ. SzadkowskiF. TairliM. TamboneA. TapiaC. TariccoC. TimmermansO. TkachenkoP. TobiskaC. J. Todero PeixotoB. ToméA. TravainiP. TravnicekM. TuerosM. UngerR. UzeiroskaL. VaclavekM. VaculaI. VaimanJ. F. Valdés GaliciaL. ValoreP. van DillenE. VarelaV. VašíčkováA. Vásquez-RamírezD. VeberičI. D. Vergara QuispeS. VerpoestV. VerziJ. VichaJ. VinkS. VorobiovJ. B. VutaC. WatanabeA. A. WatsonA. WeindlM. WeitzL. WienckeH. WilczyńskiB. WundheilerB. YueA. YushkovE. ZasD. ZavrtanikM. Zavrtanik
0citations
0reviews
0saves
Nocode
Nodataset
0institutions

Next steps

Decide what to do with this paper

Use like or dislike for the fast social read. The more specific scholarly feedback stays available below when needed.

Log in to curate

Reading frame

Keep the important context close to the paper

Keep the important signals around this paper in one place: votes, save state, collection context, reviews and the metadata you need before deciding what to do next.

Authors

The Pierre Auger CollaborationA. Abdul HalimP. AbreuM. AgliettaI. AllekotteK. Almeida CheminantA. AlmelaR. AloisioJ. Alvarez-MuñizA. AmbrosoneJ. Ammerman YebraG. A. AnastasiL. AnchordoquiB. AndradaL. Andrade DouradoS. AndringaL. ApollonioC. AramoE. ArnoneJ. C. Arteaga VelázquezP. AssisG. AvilaE. AvoconeA. BakalovaF. BarbatoA. Bartz MocellinJ. A. BellidoC. BeratM. E. BertainaM. BianciottoP. L. BiermannV. BinetK. BismarkT. BisterJ. BiteauJ. BlazekJ. BlümerM. BoháčováD. BoncioliC. BonifaziL. Bonneau ArbeletcheN. BorodaiJ. BrackP. G. Brichetto OrcheraF. L. BriechleA. BuenoS. BuitinkM. BuscemiM. BüskenA. BwembyaK. S. Caballero-MoraS. Cabana-FreireL. CaccianigaF. CampuzanoJ. Caraça-ValenteR. CarusoA. CastellinaF. CatalaniG. CataldiL. CazonM. CerdaB. ČermákováA. CermenatiJ. A. ChinellatoJ. ChudobaL. ChytkaR. W. ClayA. C. Cobos CeruttiR. ColalilloR. ConceiçãoG. ConsolatiM. ConteF. ConvengaD. Correia dos SantosP. J. CostaC. E. CovaultM. CristinzianiC. S. Cruz SanchezS. DassoK. DaumillerB. R. DawsonR. M. de AlmeidaE. -T. de BooneB. de ErricoJ. de JesúsS. J. de JongJ. R. T. de Mello NetoI. De MitriJ. de OliveiraD. de Oliveira FrancoF. de PalmaV. de SouzaE. De VitoA. Del PopoloO. DelignyN. DennerL. DevalA. di MatteoC. DobrigkeitJ. C. D'OlivoL. M. Domingues MendesQ. DorostiJ. C. dos AnjosR. C. dos AnjosJ. EbrF. EllwangerR. EngelI. EpicocoM. ErdmannA. EtchegoyenC. EvoliH. FalckeG. FarrarA. C. FauthT. FehlerF. FeldbuschA. FernandesM. FernandezB. FickJ. M. FigueiraP. FilipA. FilipčičT. FitoussiB. FlaggsT. FodranA. FrancoM. FreitasT. FujiiA. FusterC. GaleaB. GarcíaC. GauduP. L. GhiaU. GiaccariF. GobbiF. GollanG. GolupM. Gómez BerissoP. F. Gómez VitaleJ. P. GongoraJ. M. GonzálezN. GonzálezD. GóraA. GorgiM. GottowikF. GuarinoG. P. GuedesL. GülzowS. HahnP. HamalM. R. HampelP. HansenV. M. HarveyA. HaungsT. HebbekerC. HojvatJ. R. HörandelP. HorvathM. HrabovskýT. HuegeA. InsoliaP. G. IsarM. IsmaielP. JanecekV. JilekK. -H. KampertB. KeilhauerA. KhakurdikarV. V. Kizakke CovilakamH. O. KlagesM. KleifgesJ. KöhlerF. KriegerM. KubatovaN. KunkaB. L. LagoN. LangnerN. LealM. A. Leigui de OliveiraY. Lema-CapeansA. Letessier-SelvonI. Lhenry-YvonL. LopesJ. P. LundquistM. MallamaciD. MandatP. MantschF. M. MarianiA. G. MariazziI. C. MarişG. MarsellaD. MartelloS. MartinelliM. A. MartinsH. J. MathesJ. MatthewsG. MatthiaeE. MayotteS. MayotteP. O. MazurG. Medina-TancoJ. MeinertD. MeloA. MenshikovC. MerxS. MichalM. I. MichelettiL. MiramontiM. MogarkarS. MollerachF. MontanetL. MorejonK. MulreyR. MussaW. M. NamasakaS. NegiL. NellenK. NguyenG. NicoraM. NiechciolD. NitzD. NosekA. NovikovV. NovotnyL. NožkaA. NucitaL. A. NúñezJ. OchoaC. OliveiraL. ÖstmanM. PalatkaJ. PallottaS. PanjaG. ParenteT. PaulsenJ. PawlowskyM. PechJ. PękalaR. PelayoV. PelgrimsL. A. S. PereiraE. E. Pereira MartinsC. Pérez BertolliL. PerroneS. PetreraC. PetrucciT. PierogM. PimentaM. PlatinoB. PontM. Pourmohammad ShahvarP. PriviteraC. PriyadarshiM. ProuzaK. PytelS. QuerchfeldJ. RautenbergD. RavignaniJ. V. Reginatto AkimA. ReuzkiJ. RidkyF. RiehnM. RisseV. RiziE. RodriguezG. Rodriguez FernandezJ. Rodriguez RojoS. RossoniM. RothE. RouletA. C. RoveroA. SaftoiuM. SaharanF. SalamidaH. SalazarG. SalinaP. SampathkumarN. San MartinJ. D. Sanabria GomezF. SánchezE. M. SantosE. SantosF. SarazinR. SarmentoR. SatoP. SavinaV. ScheriniH. SchielerM. SchimassekM. SchimpD. SchmidtO. ScholtenH. SchoorlemmerP. SchovánekF. G. SchröderJ. SchulteT. SchulzS. J. SciuttoM. ScornavaccheA. SedoskiA. SegretoS. SehgalS. U. ShivashankaraG. SiglK. SimkovaF. SimonR. ŠmídaP. SommersR. SquartiniM. StadelmaierS. StaničJ. StasielakP. StassiS. SträhnzM. StraubT. SuomijärviA. D. SupanitskyZ. SvozilikovaK. SyrokvasZ. SzadkowskiF. TairliM. TamboneA. TapiaC. TariccoC. TimmermansO. TkachenkoP. TobiskaC. J. Todero PeixotoB. ToméA. TravainiP. TravnicekM. TuerosM. UngerR. UzeiroskaL. VaclavekM. VaculaI. VaimanJ. F. Valdés GaliciaL. ValoreP. van DillenE. VarelaV. VašíčkováA. Vásquez-RamírezD. VeberičI. D. Vergara QuispeS. VerpoestV. VerziJ. VichaJ. VinkS. VorobiovJ. B. VutaC. WatanabeA. A. WatsonA. WeindlM. WeitzL. WienckeH. WilczyńskiB. WundheilerB. YueA. YushkovE. ZasD. ZavrtanikM. Zavrtanik

Institutions

Add specific reaction

Move through the context

Research map

Open full explorer

Move through nearby people, institutions, topics and adjacent work without leaving the paper page.

Building this graph slice

BZPEER is loading the nearby papers, people, topics and institutions for this page.

Structured reviews

0 review(s)

ContributeLeave structured feedbackUse the review template when you have a concrete strength, concern or method question.Open review form

No structured reviews yet. High-signal critique starts here.

Work discussion

0 comment(s)

DiscussAdd a high-signal commentKeep quick notes, caveats and replication pointers separate from formal reviews.Open comment form

No discussion yet. The first strong comment sets the tone.