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Simultaneously unveiling the EBL and intrinsic spectral parameters of gamma-ray sources with Hamiltonian Monte Carlo

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Author(s):
Genaro, M. ; Pereira, L. A. Stuani ; Pimentel, D. R. de Matos ; Santos, E. Moura
Total Authors: 4
Document type: Journal article
Source: Journal of Cosmology and Astroparticle Physics; v. N/A, n. 3, p. 45-pg., 2024-03-01.
Abstract

The Extragalactic Background Light (EBL) is the main radiation field responsible for attenuating extragalactic gamma -ray emission at very high energies, but its precise spectral intensity is not fully determined. Therefore, disentangling propagation effects from the intrinsic spectral properties of gamma -ray sources (such as active galactic nuclei, AGN) is the primary challenge to interpret observations of these objects. We present a Bayesian and Markov Chain Monte Carlo approach to simultaneously infer parameters characterizing the EBL and the intrinsic spectra in a combined fit of a set of sources, which has the advantage of easily incorporating the uncertainties of both sets of parameters into one another through marginalization of the posterior distribution. Taking a sample of synthetic blazars observed by the ideal CTA configuration, we study the effects on the EBL constraints of combining multiple observations and varying their exposure. We also apply the methodology to a set of 65 gamma -ray spectra of 36 different AGNs measured by current Imaging Atmospheric Cherenkov Telescopes, using Hamiltonian Monte Carlo as a solution to the difficult task of sampling in spaces with a high number of parameters. We find robust constraints in the mid-IR region while simultaneously obtaining intrinsic spectral parameters for all of these objects. In particular, we identify Markarian 501 (Mkn 501) flare data (HEGRA/1997) as essential for constraining the EBL above 30 mu m. (AU)

FAPESP's process: 15/15897-1 - Cherenkov Telescope Array - CTA
Grantee:Luiz Vitor de Souza Filho
Support Opportunities: Research Projects - Thematic Grants
FAPESP's process: 21/01473-6 - Studies of gamma-ray absorption in the extragalactic medium
Grantee:Matheus Genaro Dantas Xavier
Support Opportunities: Scholarships in Brazil - Master
FAPESP's process: 21/01089-1 - Cherenkov Telescope Array: construction and first discoveries
Grantee:Luiz Vitor de Souza Filho
Support Opportunities: Special Projects
FAPESP's process: 21/00030-3 - Tests of Lorentz Invariance Violation with Astroparticles
Grantee:Luiz Augusto Stuani Pereira
Support Opportunities: Scholarships in Brazil - Post-Doctoral