3 papers
astro-ph.IM2025
Analysis of the TAIGA-HiSCORE Data Using the Latent Space of Autoencoders
Yu. Yu. Dubenskaya, S. P. Polyakov, A. P. Kryukov +6
The aim of extensive air shower (EAS) analysis is to reconstruct the physical parameters of the primary particle that initiated the shower. The TAIGA experiment is a hybrid detecto…
astro-ph.IM2025
Capability of using the normalizing flows for extraction rare gamma events in the TAIGA experiment
A. P. Kryukov, A. Yu. Razumov, A. P. Demichev +6
The objective of this work is to develop a method for detecting rare gamma quanta against the background of charged particles in the fluxes from sources in the Universe with the he…
astro-ph.IM2025
Machine Learning in Gamma Astronomy
A. P. Kryukov, A. P. Demichev, V. A. Ilyin
The purpose of this paper is to review the most popular deep learning methods used to analyze astroparticle data obtained with Imaging Atmospheric Cherenkov Telescopes and provide…