Maranov O. Prediction of failures of ship navigation systems using machine learning methods / O. Maranov // Control, Navigation and Communication Systems. Academic Journal. – Poltava: PNTU, 2023. – VOL. 3 (73). – PP. 37-40. – doi:https://doi.org/10.26906/SUNZ.2023.3.037.