학술논문

Localization Using Global Magnetic Positioning System for Automated Driving Bus and Intervals for Magnetic Markers
Document Type
Periodical
Source
IEEE Transactions on Intelligent Vehicles IEEE Trans. Intell. Veh. Intelligent Vehicles, IEEE Transactions on. 8(1):878-887 Jan, 2023
Subject
Transportation
Robotics and Control Systems
Components, Circuits, Devices and Systems
Location awareness
Amorphous magnetic materials
Magnetic shielding
Magnetic noise
Estimation
Magnetic separation
Gyroscopes
Localization
magneto-impedance sensor
magnetic marker
vehicle dynamics
sideslip angle
automated driving
extended Kalman filter
robust stability
bus
Language
ISSN
2379-8858
2379-8904
Abstract
This paper describes a localization method based on the global magnetic positioning system (GMPS) using a magneto-impedance sensor, which was developed for automated driving systems to obtain precise vehicle positions under all conditions, including snow or rain. The aim of this study is to verify the stability, robustness, and high accuracy of the proposed method, and propose appropriate intervals for magnetic markers. This localization method accurately calculates the sideslip angle because a noisy acceleration sensor is not required except for the identification process. The estimated positions and orientation are filtered through an extended Kalman filter as the vehicle passes the magnetic markers. The robust stability of the proposed method is verified using the small-gain theorem, which shows that the intervals for magnetic markers should be less than 38.6 m for a city bus. Experimental results using a city bus and GMPS show that there is a possibility that the intervals of magnetic markers are extended to 30 m at small curvature, and 10 m at large curvature from the current 2 m intervals. These results indicate that the maximum intervals to avoid lane deviation of vehicles depend on the reference path curvature.