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Impact of using the ultrahigh-energy cosmic ray arrival energies to constrain source associations
KTH, School of Engineering Sciences (SCI), Physics, Particle and Astroparticle Physics. Oskar Klein Ctr Cosmoparticle Phys, SE-10691 Stockholm, Sweden.ORCID iD: 0000-0002-1153-2139
Imperial Coll London, Astrophys Grp, Blackett Lab, Prince Consort Rd, London SW7 2AZ, England.;Imperial Coll London, Stat Sect, Dept Math, London SW7 2AZ, England.;Stockholm Univ, Dept Astron, AlbaNova, SE-10691 Stockholm, Sweden..
2019 (English)In: Monthly notices of the Royal Astronomical Society, ISSN 0035-8711, E-ISSN 1365-2966, Vol. 484, no 2, p. 2324-2340Article in journal (Refereed) Published
Abstract [en]

We present a Bayesian hierarchical model which enables a joint fit of the ultrahigh-energy cosmic ray (UHECR) energy spectrum and arrival directions within the context of a physical model for the UHECR phenomenology. In this way, possible associations with astrophysical source populations can be assessed in a physically and statistically principled manner. The importance of including the UHECR energy data and detection effects is demonstrated through simulation studies, showing that the effective GZK horizon is significantly extended for typical reconstruction uncertainties. We also verify the ability of the model to fit and recover physical parameters from CRPROPA 3 simulations. Finally, the model is used to assess the fraction of the publicly available data set of 231 UHECRs detected by the Pierre Auger Observatory which are associated with the Fermi-LAT 2FHL catalogue, a set of starburst galaxies, and Swift-BAT hard X-ray sources. We find association fractions of 9.5(-5.9)(+2.4), 22.7(-12.4)(+6.6), and 22.8(-8.0)(+6.6) per cent for the 2FHL, starburst galaxies, and Swift-BAT catalogues respectively.

Place, publisher, year, edition, pages
Oxford University Press, 2019. Vol. 484, no 2, p. 2324-2340
Keywords [en]
methods: data analysis, methods: statistical, cosmic rays
National Category
Physical Sciences
Identifiers
URN: urn:nbn:se:kth:diva-249864DOI: 10.1093/mnras/stz081ISI: 000462302600061Scopus ID: 2-s2.0-85063366285OAI: oai:DiVA.org:kth-249864DiVA, id: diva2:1306567
Note

QC 20190424

Available from: 2019-04-24 Created: 2019-04-24 Last updated: 2019-04-24Bibliographically approved

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Capel, Francesca

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