Diagnosing of rolling-element bearings using amplitude level-based decomposition of machine vibration signal

The practicability and the effectiveness of the proposed approach have been tested on simulated and real-world vibration data. Tests of the devised approach give better results than the classical method and show that this approach is appropriate and effective at identifying bearing damages at early stages of their development.