Localization Using Global Magnetic Positioning System for Automated Driving Bus and Intervals for Magnetic Markers

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 t...

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Veröffentlicht in:IEEE transactions on intelligent vehicles 2023-01, Vol.8 (1), p.878-887
Hauptverfasser: Ando, Takayuki, Mukumoto, Hirotaka, Aoki, Keiji, Okazaki, Shogo, Nagao, Tomohiko, Aoyama, Hitoshi, Yamamoto, Michiharu, Nakano, Kimihiko
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container_issue 1
container_start_page 878
container_title IEEE transactions on intelligent vehicles
container_volume 8
creator Ando, Takayuki
Mukumoto, Hirotaka
Aoki, Keiji
Okazaki, Shogo
Nagao, Tomohiko
Aoyama, Hitoshi
Yamamoto, Michiharu
Nakano, Kimihiko
description 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.
doi_str_mv 10.1109/TIV.2022.3155324
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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. 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subjects Amorphous magnetic materials
automated driving
Automation
bus
Curvature
Estimation
Extended Kalman filter
Gyroscopes
Intervals
Localization
Localization method
Location awareness
magnetic marker
Magnetic noise
Magnetic separation
Magnetic shielding
magneto-impedance sensor
Magnetoimpedance
robust stability
Sideslip
sideslip angle
Stability
vehicle dynamics
title Localization Using Global Magnetic Positioning System for Automated Driving Bus and Intervals for Magnetic Markers
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