Title :
Nonlinear moving horizon state estimation for a hovercraft with continuation/GMRES method
Author :
Soneda, Yusuke ; Ohtsuka, Toshiyuki
Author_Institution :
Dept. of Comput.-Controlled Mech. Syst., Osaka Univ., Japan
Abstract :
This paper proposes a fast algorithm for nonlinear moving horizon state estimation. The estimates are updated by a differential equation to trace the solution of an associated two-point boundary-value problem. A linear equation involved in the differential equation is solved by the generalized minimum residual (GMRES) method, one of the Krylov subspace methods. The proposed algorithm is applied to a hovercraft, the dynamics of which are highly nonlinear. The estimates are compared with actual measurements.
Keywords :
boundary-value problems; hovercraft; nonlinear differential equations; nonlinear estimation; state estimation; vehicle dynamics; Krylov subspace methods; continuation/GMRES method; differential equation; generalized minimum residual method; highly nonlinear dynamics; hovercraft; linear equation; nonlinear moving horizon state estimation; two-point boundary-value problem; Additive noise; Differential equations; Mechanical systems; Noise measurement; Nonlinear equations; Nonlinear systems; Optimal control; Real time systems; Sampling methods; State estimation;
Conference_Titel :
Control Applications, 2002. Proceedings of the 2002 International Conference on
Print_ISBN :
0-7803-7386-3
DOI :
10.1109/CCA.2002.1038756