In this paper, we study the cloud bearing of the axle box, and analyze the vibration signal of the cloud bearing to realize the failure diagnosis of the cloud bearing. A series of analytical studies have been conducted on the characteristics of the modulation of the vibration signal, the extraction of bearing defect features such as the characteristic buzzing background drop noise.