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Telescope Array Surface Detector Energy and Arrival Direction Estimation Using Deep Learning

par Abbasi, Rasha;Kuznetsov, Mikhail ;Tinyakov, Peter ; [et al.]
Référence Pos proceedings of science, 395, 252
Publication Publié, 2022-03-18

Article révisé par les pairs

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Résumé :

A novel ultra-high-energy cosmic rays energy and arrival direction reconstruction method for Telescope Array surface detector is presented. The analysis is based on a deep convolutional neural network using detector signal time series as the input and the network is trained on a large Monte-Carlo dataset. This method is compared in terms of statistical and systematic energy and arrival direction determination errors with the standard Telescope Array surface detector event reconstruction procedure.