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Map Matching and Lanes Number Estimation with Openstreetmap
- Source :
- 2018 21st International Conference on Intelligent Transportation Systems (ITSC), 2018 21st International Conference on Intelligent Transportation Systems (ITSC), Nov 2018, Maui, France. pp.2659-2664, ⟨10.1109/ITSC.2018.8569840⟩, IEEE International Conference on Intelligent Transportation Systems, IEEE International Conference on Intelligent Transportation Systems, Nov 2018, Hawï, United States, ITSC
- Publication Year :
- 2018
- Publisher :
- HAL CCSD, 2018.
-
Abstract
- International audience; Road information, like lanes number, play an important role for intelligent vehicles (IV). Traditionally such road information are obtained through a vision-based measurement or by using a digital detailed map. In this paper, we present a new method for estimating the number of lanes using a low precision GPS receiver and OpenSteetMap (OSM). The method includes the integration of the GPS traces and OSM for a map matching. To this end we developed a probabilistic multicriteria algorithm for map matching that takes into account the accuracy of the GPS data and the attribute information of the road from OSM. Afterward we estimate the number of lanes from OSM. We tested our algorithm on a set of GPS data collected in an urban area near Paris for a total distance of 50km and the overall estimation accuracy reached 83.64%
- Subjects :
- Estimation
Computer science
business.industry
Data models
02 engineering and technology
Map matching
computer.software_genre
Receivers
Roads
[SPI.AUTO]Engineering Sciences [physics]/Automatic
Set (abstract data type)
[SPI.AUTO] Engineering Sciences [physics]/Automatic
Global Positioning System
11. Sustainability
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Data mining
business
computer
ComputingMilieux_MISCELLANEOUS
Probabilistic logic
Probability
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- 2018 21st International Conference on Intelligent Transportation Systems (ITSC), 2018 21st International Conference on Intelligent Transportation Systems (ITSC), Nov 2018, Maui, France. pp.2659-2664, ⟨10.1109/ITSC.2018.8569840⟩, IEEE International Conference on Intelligent Transportation Systems, IEEE International Conference on Intelligent Transportation Systems, Nov 2018, Hawï, United States, ITSC
- Accession number :
- edsair.doi.dedup.....2d5fb603cf49acb16ddfed4c149d3192
- Full Text :
- https://doi.org/10.1109/ITSC.2018.8569840⟩