A Bayesian self-clustering analysis of the highest energy cosmic rays detected by the Pierre Auger Observatory
arXiv:1403.1820 · doi:10.1093/mnras/stu1517
Abstract
Cosmic rays (CRs) are protons and atomic nuclei that flow into our Solar system and reach the Earth with energies of up to ~10^21 eV. The sources of ultra-high energy cosmic rays (UHECRs) with E >~ 10^19 eV remain unknown, although there are theoretical reasons to think that at least some come from active galactic nuclei (AGNs). One way to assess the different hypotheses is by analysing the arrival directions of UHECRs, in particular their self-clustering. We have developed a fully Bayesian approach to analyzing the self-clustering of points on the sphere, which we apply to the UHECR arrival directions. The analysis is based on a multi-step approach that enables the application of Bayesian model comparison to cases with weak prior information. We have applied this approach to the 69 highest energy events recorded by the Pierre Auger Observatory (PAO), which is the largest current UHECR data set. We do not detect self-clustering, but simulations show that this is consistent with the AGN-sourced model for a data set of this size. Data sets of several hundred UHECRs would be sufficient to detect clustering in the AGN model. Samples of this magnitude are expected to be produced by future experiments, such as the Japanese Experiment Module Extreme Universe Space Observatory (JEM-EUSO).
arXiv comment10 pages, 4 figures; accepted in MNRAS
References in corpus (24)
- Correlation of the highest energy cosmic rays with nearby extragalactic objects
- Observation of the suppression of the flux of cosmic rays above 4x10^19eV
- Update on the correlation of the highest energy cosmic rays with nearby extragalactic matter
- Constrained Simulations of the Magnetic Field in the Local Universe and the Propagation of UHECRs
- A Study of the Composition of Ultra High Energy Cosmic Rays Using the High Resolution Fly's Eye
- Ultra-High Energy Cosmic Ray Probes of Large Scale Structure and Magnetic Fields
- Ultrahigh Energy Cosmic Rays
- Search for Correlations between HiRes Stereo Events and Active Galactic Nuclei
- Search for Anisotropy of Ultra-High Energy Cosmic Rays with the Telescope Array Experiment
- Highlights from the Pierre Auger Observatory
- Bounds on the density of sources of ultra-high energy cosmic rays from the Pierre Auger Observatory
- Cosmogenic gamma-rays and the composition of cosmic rays
- Evidence for anisotropy in the distribution of short-lived gamma-ray bursts
- Constraints on the origin of ultra-high-energy cosmic rays from cosmogenic neutrinos and photons
- Deflection of ultra high energy cosmic rays by the galactic magnetic field: from the sources to the detector
- Anisotropy expectations for ultra-high-energy cosmic rays with future high statistics experiments
- A Bayesian analysis of the 27 highest energy cosmic rays detected by the Pierre Auger Observatory
- Propagation of ultra high energy cosmic rays
- Exploring arrival directions of UHECRs with the Yakutsk array
- Influence of cosmological models on the GZK horizon of ultrahigh energy protons
- Multilevel Bayesian framework for modeling the production, propagation and detection of ultra-high energy cosmic rays
- The 2pt+: an enhanced 2 point correlation function
- Multiscale autocorrelation function: a new approach to anisotropy studies
- Mock Catalogs for UHECR Studies