For automatic detection and diagnosis of localized defects in bearings，a new way by means of acoustic emission (AE) analysis is investigated in this paper. Feature of defects is extracted by short-time signal processing techniques，analysed by pattern recognition and evaluated by scattering matrices. The experimental and analysis results show that this new way is better than the vibration analysis method.