The key issue of machinery fault diagnosis is how to extract fault feature from fault vibration signals, signal analysis methods are most widely used in fault feature extraction. The vibration signals are usually possess non-stationary and nonlinear signals when mechanical fault occurs. Therefore, how to extract fault feature from non-stationary and nonlinear signals is one of the important research issue in the field of mechanical fault diagnosis. However, the traditional time-frequency analysis method suc...