A search for Elves in Mini-EUSO data using CNN-based one-class classifier

Авторы: Piotrowski Lech Wiktor, Belov A.A., Garipov G.K., Klimov P.A., Sharakin S.A., Yashin I.V., Zotov M.Yu, Collaboration the JEM-EUSO
Журнал: Proceedings of Science
Том: 444
Год издания: 2023
Издательство: Sissa Medialab
Местоположение издательства: Italy
Номер статьи: 333
DOI: 10.22323/1.444.0333
Аннотация: Mini-EUSO is a small, near-UV telescope observing the Earth and its atmosphere from the International Space Station. The time resolution of 2.5 microseconds and the instantaneous ground coverage of about 320×320 km2 allows it to detect some Transient Luminous Events, including Elves. Elves, with their almost circular shape and a radius expanding in time form cone-like structures in space-time, which are usually easy to be recognised by the eye, but not simple to filter out from the myriad of other events, many of them not yet categorised. In this work, we present a fast and efficient approach for detecting Elves in the data using a 3D CNN-based one-class classifier.
Добавил в систему: Климов Павел Александрович

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