Filter coefficient, time domain and frequency domain statistics are mainly used to describe the bearing performance degradation in bearing life prediction method based on data driven. Further studies show these features have neither sufficient sensitivity nor ascending or descending trend that lifetime prediction needs. The service lifetime of the same type of bearing varies considerably even on the same operating condition due to some random factor occurs in bearing manufacturing and working process. There...