Abstract: In this paper,a new time series model which is called the weakly non-linear time series model is produced.We use this model to identify the Gyroscope Random Drift,and to give a simulating example to illustrate the application of the algorithm which is proposed in the paper.

Key words: gyrc random drift, Kalman filter, non-linear time series