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Verification of charge sign for high-energy particles measured by magnetic tracking system of PAMELA spectrometer

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Published under licence by IOP Publishing Ltd
, , Citation A D Lukyanov et al 2017 J. Phys.: Conf. Ser. 798 012026 DOI 10.1088/1742-6596/798/1/012026

1742-6596/798/1/012026

Abstract

Analysis of experimental data of primary positrons and antiprotons fluxes obtained by PAMELA spectrometer, recently confirmed by AMS-02 spectrometer, for some reasons is of big interest for scientific community, especially for energies higher than 100 GV, where appearance of signal coming from dark matter particles is possible. In this work we present a method for verification of charge sign for high-energy antiprotons, measured by magnetic tracking system of PAMELA spectrometer, which can be immitated by protons due to scattering or finite instrumental resolution at high energies (so-called "spillover"). We base our approach on developing2 a set of distinctive features represented by differently computed rigidities and training AdaBoost classifier, which shows good classification accuracy on Monte-Carlo simulation data of 98% for rigidity up to 600 GV.

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10.1088/1742-6596/798/1/012026