Title | ||
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Roo - Route Planning Algorithm for Ride Sharing Systems on Large-Scale Road Networks. |
Abstract | ||
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Ride sharing has been widely studied in academia and applied in mobility-on-demand (MoD) systems as a means of reducing the number of cars, congestion, and pollution by sharing empty seats. Solving this problem is challenging on large-scale road networks for the following two reasons: distance calculation on large-scale road networks is time consuming; and multi-request allocation and multi-point planning have been proved to be NP-hard problems. In this paper, we propose a clustering-based request matching and route planning algorithm Roo that considers spatial-temporal distances between ride requests on road networks. The Roo algorithm is evaluated with real-world taxi trajectory data and road networks from New York City and Beijing. The results show that Roo can save up to 50% of mileage by 1000 vehicles serving around 7000 trip requests in New York City between 7:40 am to 8:00 am with average waiting time of 4 minutes. |
Year | DOI | Venue |
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2019 | 10.1109/BIGCOMP.2019.8679187 | BigComp |
Keywords | Field | DocType |
Roads,Planning,Clustering algorithms,Trajectory,Public transportation,Computer science,Urban areas | Route planning,Road networks,Computer science,Algorithm,Public transport,Cluster analysis,Beijing,Trajectory | Conference |
ISSN | ISBN | Citations |
2375-933X | 978-1-5386-7789-6 | 0 |
PageRank | References | Authors |
0.34 | 0 | 6 |
Name | Order | Citations | PageRank |
---|---|---|---|
Bilong Shen | 1 | 9 | 2.23 |
Bo Cao | 2 | 1 | 2.06 |
Ying Zhao | 3 | 902 | 49.19 |
Haojia Zuo | 4 | 0 | 0.34 |
Weimin Zheng | 5 | 1889 | 182.48 |
Yan Huang | 6 | 73 | 23.12 |