In rotary machinery, bearings are susceptible to different types of mechanical faults, including ball, inner race, and outer race faults. condition-based monitoring (CBM), several techniques have been proposed in fault diagnostics based on the vibration measurements. For this paper, we studied fractal characteristics non-stationary signals collected from under health conditions. Using detrended...