At present,modeling for lifetime prediction seldom takes the effect of the drift coefficient change into consideration,which is neither reasonable nor truthful.To solve the problem,a degradation model is proposed based on Kalman filter and Wiener process.Based on which,Kalman filter and EM algorithm are utilized for parameter estimation and updating.Finally,an example of remaining useful life prediction of a gyroscope verifies the effectiveness of the proposed method.