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Dec 14, 2023
The First Experimental Study of Monocular Visual Localization for Trains
Authors: Yong Wang [email protected], Junqing Xie, Jingtao Zhang, Shu Li, Miao Zhang [email protected], and Kai FanAuthor Affiliations
Publication: CICTP 2023
ABSTRACT
The development of a scalable and adaptable trackside and on-board coordinated control system (CCS+) is a top priority for the digital and automated train operations of future railways. One of the most important and reliable solutions in CCS+ is train positioning, which is called GLAT (generic location-awareness tools). The underlying technologies that GLAT can rely on many methods like GNSS. However, the GNSS precise positioning of trains in “satellite signal blind spots” such as tunnels and mountainous areas must rely on trackside equipment such as balise. For alleviating the need of trackside equipment, one way is using INS/GNSS integrated navigation scheme. However, with the development of computer vision, it is an attractive and challenging way. Therefore, we carry out the visual train positioning research in the China National Railway Test Center (east suburban branch). By using ORB descriptor and monocular camera, we successfully obtain the trajectory tracking of the train. We study the relationship between the number of feature points, feature tracking, and train speed in our experiments, and find that the impact of tunnels on feature tracking is vital. Through further analysis, we draw two import conclusions.
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Published online: Dec 14, 2023
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ASCE Technical Topics:
- Automation and robotics
- Control systems
- Detection methods
- Engineering fundamentals
- Geomatics
- Geotechnical engineering
- Global navigation satellite systems
- Infrastructure
- Methodology (by type)
- Rail transportation
- Railroad tracks
- Railroad trains
- Surveying methods
- Systems engineering
- Systems management
- Tracking
- Transportation engineering
- Tunnels
Authors
Affiliations
1Advanced Institute of Information Technology, Peking Univ., Hangzhou, China; Hangzhou Innovation Institute, Beihang Univ., Hangzhou, China; Center of National Railway Intelligent Transportation System Engineering and Technology, Beijing, China. Email: [email protected]
Junqing Xie
2Advanced Institute of Information Technology, Peking Univ., Hangzhou, China; Center of National Railway Intelligent Transportation System Engineering and Technology, Beijing, China
Jingtao Zhang
3Hangzhou Innovation Institute, Beihang Univ., Hangzhou, China; Center of National Railway Intelligent Transportation System Engineering and Technology, Beijing, China
Shu Li
4Hangzhou Innovation Institute, Beihang Univ., Hangzhou, China; Center of National Railway Intelligent Transportation System Engineering and Technology, Beijing, China
5Center of National Railway Intelligent Transportation System Engineering and Technology, Beijing, China; Signal & Communication Research Institute, China Academy of Railway Sciences Corp. Ltd., Beijing, China. Email: [email protected]
Kai Fan
6Center of National Railway Intelligent Transportation System Engineering and Technology, Beijing, China; Signal & Communication Research Institute, China Academy of Railway Sciences Corp. Ltd., Beijing, China
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Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.