“…Contrary to these maintenance strategies, Predictive Maintenance (PdM) [4,40] is known to be more viable and effective method [6,26] which has been applied to various applications such as railway network [6], diode lasers [30], aircraft [36,37], high yield etching process [10,16,38] etc. PdM technique is basically a condition-driven preventive maintenance scheme which takes into account the operational condition, efficacy and other health indicators that determine actual time needed for maintenance [22,24,25,35,36].…”