학술논문

Fusion of GPS and odometer measurements for map-based vehicle navigation
Document Type
Conference
Source
2004 IEEE International Conference on Industrial Technology, 2004. IEEE ICIT '04. Industrial technology Industrial Technology, 2004. IEEE ICIT '04. 2004 IEEE International Conference on. 2:944-948 Vol. 2 2004
Subject
Power, Energy and Industry Applications
Robotics and Control Systems
Computing and Processing
Global Positioning System
Navigation
Equations
Roads
Fuses
State estimation
Vehicle dynamics
Filters
Sensor fusion
Wheels
Language
Abstract
We present in this paper a method for land-vehicle navigation which fuses GPS and odometer (differential odometry) measurements. The positioning is also corrected with road map information. The map is here modelled as a sensor which delivers the node location and the road bearing. This equation allows a direct modelling of the map errors that can be embedded in the filter. The sensor equation is initialized by a matching procedure that uses the Mahalanobis metric as a statistical distance criterium. Hence, the filter that fuses the whole measurements (GPS, odometer, map), has a centralized fusion scheme in which each measurement are sequentially processed. The method is then applied to a transport network scenario in presence of GPS outages in order to study the stability of the method and show the accuracy with the map corrections.