Title of article :
Stochastic stability of the unscented Kalman filter with intermittent observations
Author/Authors :
Li، نويسنده , , Li and Xia، نويسنده , , Yuanqing، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Abstract :
In this paper, the stochastic stability of the discrete-time unscented Kalman filter for general nonlinear stochastic systems with intermittent observations is proposed. It is shown that the estimation error remains bounded if the system satisfies some assumptions. And the statistical convergence property of the estimation error covariance is studied, showing the existence of a critical value for the arrival rate of the observations. An upper bound on this expected state error covariance is given. A numerical example is given to illustrate the effectiveness of the techniques developed.
Keywords :
Nonlinear stochastic systems , Unscented Kalman filtering , Stochastic stability
Journal title :
Automatica
Journal title :
Automatica