“…Fault diagnosis methods [ 1 , 2 ] have been widely applied in many applications such as roller bearings [ 3 ], gearboxes [ 4 ], wind turbines [ 5 ], and tool wear [ 6 ] by using various sensor signals such as vibration [ 7 ]. Recently, fault diagnosis results have been reported for railway applications [ 8 , 9 , 10 , 11 , 12 , 13 , 14 , 15 ] because maintenance of the constituent components of the railway is important to ensure that the train can be safely driven. The railway point machine (RPM)—consisting of a motor, reduction gear, several bearings, derive-detection rods, and switches [ 8 ]—is an especially important component that changes the traveling direction of a train.…”