Verification of charge sign for high-energy particles measured by magnetic tracking system of PAMELA spectrometer
Creators
- 1. Department of Physics, Yaroslavl State P.G. Demidov University, 150000 Sovietskaya st., 14, Yaroslavl (Russian Federation)
- 2. National Research Nuclear University MEPhI, 115449 Kashirskoe shosse 31, Moscow (Russian Federation)
Description
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. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1742-6596/798/1/012026Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Physics. Conference Series (Online)
- Journal Volume
- 798
- Journal Issue
- 1
- Journal Page Range
- [4 p.]
- ISSN
- 1742-6596
Conference
- Title
- 2. international conference on particle physics and astrophysics
- Dates
- 10-14 Oct 2016
- Place
- Moscow (Russian Federation)
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 49010854
- Subject category
- S79: ASTROPHYSICS, COSMOLOGY AND ASTRONOMY;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ACCURACY; ANTIPROTONS; CLASSIFICATION; COMPUTERIZED SIMULATION; COSMIC POSITRONS; COSMIC RAY DETECTION; MAGNETIC SPECTROMETERS; MONTE CARLO METHOD; NONLUMINOUS MATTER; RESOLUTION; SCATTERING; VERIFICATION
- Descriptors DEC
- ANTIBARYONS; ANTILEPTONS; ANTIMATTER; ANTINUCLEI; ANTINUCLEONS; ANTIPARTICLES; BARYONS; CALCULATION METHODS; COSMIC RADIATION; DETECTION; ELEMENTARY PARTICLES; FERMIONS; HADRONS; IONIZING RADIATIONS; LEPTONS; MATTER; MEASURING INSTRUMENTS; NUCLEI; NUCLEONS; POSITRONS; PROTONS; RADIATION DETECTION; RADIATIONS; SECONDARY COSMIC RADIATION; SIMULATION; SPECTROMETERS