Predicting the degradation process of bearings before they reach the failure threshold is extremely important in industry. This paper proposed a novel method based on the support vector machine (SVM) and the Markov model to achieve this goal. Firstly. the features are extracted by time and time-frequency domain methods. https://www.divivoyance.com/product-category/metal-hand-pipe-accessory/