Περίληψη:
Radiation doses received by astronauts outside the geomagnetic field are a main risk factor for human space exploration. The Miniaturized Detector for Application in Space (MIDAS) device is a highly miniaturized radiation detector (mass <50 g, volume < 5 × 5 × 1 cm3) which is under development using fully depleted monolithic active pixel sensors and a plastic scintillator readout by a Silicon Photomultiplier. Its purpose is to measure dose and dose equivalent from both charged particles and fast neutrons. The device simulated response to galactic cosmic rays spectra has been treated with artificial intelligence techniques i.e. multi-classification for particle identification and regression for the determination of the kinetic energy of protons. Results indicate that particle identification and kinetic energy determination with the aid of these methods could be a viable approach. © 2020 Elsevier Ltd
Συγγραφείς:
Lambropoulos, C.P.
Potiriadis, C.
Karafasoulis, K.
Papadimitropoulos, C.
Theodoratos, G.
Kazas, I.
Glikiotis, I.
Kοkavesis, Μ.
Dimopoulos, S.
Delakoura, A.
Pappas, S.
Loukas, D.
Dimitropoulos, G.
Λέξεις-κλειδιά:
Cosmology; Geomagnetism; Kinetic energy; Kinetics; Manned space flight; Space research, Artificial intelligence techniques; Galactic cosmic rays; Human space explorations; Monolithic active pixel sensors; Multi-classification; Particle identifications; Plastic scintillator; Silicon photomultiplier, Charged particles
