Title :
An incremental framework for the extended Kalman filter
Author :
Fromion, V. ; Ferreres, G.
Author_Institution :
Electr. Eng.-Syst., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
The interest of the incremental norm approach is first emphasized in the general context of nonlinear observers. Our framework is then used to characterize global stability and robustness properties of a Modified Extended Kalman Filter (MEKF). This observer is proved indeed to be globally exponentially stable and bounded: the bias, which is due to an unknown initial condition, is thus forgotten. while the effects of disturbances on the measurements remain bounded.
Keywords :
Kalman filters; asymptotic stability; nonlinear control systems; nonlinear filters; observers; robust control; MEKF; extended Kalman filter; global exponential stability; modified incremental norm approach; nonlinear observers; robustness properties; unknown initial condition; Context; Kalman filters; Nonlinear systems; Observability; Observers; Robustness; Stability analysis; Extended Kalman Filtering; Nonlinear system; observer; stability;
Conference_Titel :
Control Conference (ECC), 1997 European
Conference_Location :
Brussels
Print_ISBN :
978-3-9524269-0-6