Browsing by Author "Kaleli, Ali Yücel"
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A comparison of state-of-the-art machine learning algorithms on fault indication and remaining useful life determination by telemetry data
Ünal, Aras Fırat; Kaleli, Ali Yücel; Ummak, Emre; Albayrak, Özlem (IEEE, 2021-11-15)Contemporary trends in the diffusion of artificial intelligence technologies has increased the number of studies on predictive maintenance, a recent focus of interest in many industrial domains. Despite the increased ... -
Simultaneous prediction of remaining-useful-life and failure-likelihood with GRU-based deep networks for predictive maintenance analysis
Kaleli, Ali Yücel; Ünal, Aras Fırat; Özer, Sedat (IEEE, 2021-08-30)Predictive maintenance (PdM) has been an integral part of large industrial sites collecting data from multiple sensors to reduce the maintenance power and costs with the advent of Industry 4.0. Two of the major problems ...