I. Introduction
As The support of a rotating shaft, rolling element bearing (REB) has been widely used in rotating machinery. Based on an IEEE motor reliability study for large motors above 200 hp [1], REB faults are the most significant single cause of motor failure (41) [2]. Thus, the condition monitoring and fault diagnosis of the REB is essential to avoid a catastrophic accident and economic loss [3], [4].