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T: Fachverband Teilchenphysik
T 74: Gammaastronomie III
T 74.9: Vortrag
Mittwoch, 5. März 2008, 18:45–19:00, KGII-HS 2006
Gamma-Hadron Separation with TMVA — •Stefan Ohm for the H.E.S.S. collaboration — Max-Planck-Institut für Kernphysik, 69029 Heidelberg
H.E.S.S. is a system of four imaging atmospheric Čerenkov telescopes, operating in the Khomas
Highland in Namibia. It explores the origin of Galactic cosmic rays by means of gamma-rays
in the energy range from 100 GeV to 100 TeV. One main difficulty in the analysis is the
suppression of the vast number of cosmic-ray background events, whilst keeping a large
fraction of the gamma-rays.
A new set of parameters designed to increase the separation power between signal and
background is combined with variables used in the H.E.S.S. standard
analysis in a multidimensional classification algorithm. Tests of this so-called Boosted
Decision Tree with Monte Carlo simulations and real data are presented.