Title :
An application of uncertain variables to the implementation of an interacting multi-model based filter for the navigation system of a road vehicle
Author :
Toledo-Moreo, Rafael ; Zamora-Izquierdo, Miguel A. ; Gómez-Skarmeta, Antonio F.
Author_Institution :
Dept. of Inf. & Commun. Eng., Murcia Univ.
Abstract :
This paper presents the conclusions obtained from the parametric study of the application of the uncertain variable (UV) theory to the problem of the interactive multi-model method (IMM) in the navigation system of a road vehicle. The proposed navigation system implements an interactive multi-model method based on a loosely coupled extended Kalman filter architecture (EKF). The descriptions of the navigation system and the representation of the problem based on uncertain variables are presented in this paper. Selected simulations and their conclusions are commented. Finally, this parametric study is presented as a helpful tool for the optimization of an IMM based data fusion algorithm for navigation systems in road vehicles
Keywords :
Kalman filters; interactive systems; navigation; nonlinear filters; optimisation; road vehicles; sensor fusion; traffic engineering computing; uncertainty handling; data fusion optimization; extended Kalman filter architecture; interacting multimodel based filter; navigation system; road vehicle; uncertain variables; Decision making; Filtering theory; Filters; Intelligent systems; Intersymbol interference; Knowledge representation; Parametric study; Road vehicles; Satellite navigation systems; Vehicle dynamics;
Conference_Titel :
Intelligent Transportation Systems Conference, 2006. ITSC '06. IEEE
Conference_Location :
Toronto, Ont.
Print_ISBN :
1-4244-0093-7
Electronic_ISBN :
1-4244-0094-5
DOI :
10.1109/ITSC.2006.1707404