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Main Authors: Stasielak, J., Borodai, N., Góra, D., Niechciol, M.
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2412.13804
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author Stasielak, J.
Borodai, N.
Góra, D.
Niechciol, M.
author_facet Stasielak, J.
Borodai, N.
Góra, D.
Niechciol, M.
contents Flares produced by certain classes of astrophysical objects may be sources of some ultra-high-energy particles, which, if they are photons, would group into clusters of events correlated in space and time. Identification of such clustering in cosmic-ray data would provide important evidence for possible existence of ultra-high-energy (UHE) photons and could potentially help identify their sources. We present an analysis method to search for space-time clustering of ultra-high-energy extensive air showers, namely the stacking method, which combines a time-clustering algorithm with an unbinned likelihood study. In addition, to enhance the capability to discriminate between signal (photon-initiated events) and background (hadron-initiated) events, we apply a photon tag. This involves using relevant probability distribution functions to classify each event as more likely to be either a photon or a hadron. We demonstrate that the stacking method can effectively distinguish between events initiated by photons and those initiated by hadrons (background). The number of photon events in a data sample, as well as the flare(s) duration can also be retrieved correctly. The stacking method with a photon tag requires only a few events to identify a photon flare. This method can be used to search for the cosmic ray sources and/or improve limits on the fluxes of UHE photons.
format Preprint
id arxiv_https___arxiv_org_abs_2412_13804
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle An improved method to search for flares from point sources of ultra-high-energy photons
Stasielak, J.
Borodai, N.
Góra, D.
Niechciol, M.
High Energy Astrophysical Phenomena
Flares produced by certain classes of astrophysical objects may be sources of some ultra-high-energy particles, which, if they are photons, would group into clusters of events correlated in space and time. Identification of such clustering in cosmic-ray data would provide important evidence for possible existence of ultra-high-energy (UHE) photons and could potentially help identify their sources. We present an analysis method to search for space-time clustering of ultra-high-energy extensive air showers, namely the stacking method, which combines a time-clustering algorithm with an unbinned likelihood study. In addition, to enhance the capability to discriminate between signal (photon-initiated events) and background (hadron-initiated) events, we apply a photon tag. This involves using relevant probability distribution functions to classify each event as more likely to be either a photon or a hadron. We demonstrate that the stacking method can effectively distinguish between events initiated by photons and those initiated by hadrons (background). The number of photon events in a data sample, as well as the flare(s) duration can also be retrieved correctly. The stacking method with a photon tag requires only a few events to identify a photon flare. This method can be used to search for the cosmic ray sources and/or improve limits on the fluxes of UHE photons.
title An improved method to search for flares from point sources of ultra-high-energy photons
topic High Energy Astrophysical Phenomena
url https://arxiv.org/abs/2412.13804