4.2 Article

γ/hadron separation in very-high-energy γ-ray astronomy using a multivariate analysis method

Journal

ASTROPARTICLE PHYSICS
Volume 31, Issue 5, Pages 383-391

Publisher

ELSEVIER
DOI: 10.1016/j.astropartphys.2009.04.001

Keywords

Classification; Separation; Decision tree; gamma-ray astronomy; Cherenkov technique

Funding

  1. German Ministry of Education and Research (BMBF)

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In recent years, Imaging Atmospheric Cherenkov Telescopes (IACTs) have discovered a rich diversity of very high energy (VHE, >100 GeV) gamma-ray emitters in the sky. These instruments image Cherenkov light emitted by gamma-ray induced particle cascades in the atmosphere. Background from the much more numerous cosmic-ray cascades is efficiently reduced by considering the shape of the shower images, and the capability to reduce this background is one of the key aspects that determine the sensitivity of a IACT. In this work we apply a tree classification method to data from the High Energy Stereoscopic System (H.E.S.S.). We show the stability of the method and its capabilities to yield an improved background reduction compared to the H.E.S.S. Standard Analysis. (C) 2009 Elsevier B.V. All rights reserved.

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