DocumentCode
2075719
Title
Overspeed events multiple sections research based on clustering algorithm
Author
Liu, Ying-ji ; Liu, Xu ; Yao, Yu
Author_Institution
Key Lab. of Oper. Safety Technol. on Transp. Vehicles, Inst. of Highway Minist. of Transp., Beijing, China
fYear
2011
fDate
16-18 Dec. 2011
Firstpage
1564
Lastpage
1567
Abstract
Aim at the problem of road transportation security, this paper uses a clustering method to deal with the vehicle data collected by GPS equipment. From the GPS real-time supervisory data, we could explore the locations with overspeed density higher than the threshold and create the overspeed points cluster at maximum density value. Those sections with density higher than this maximum value are overspeed events multiple sections. The application of adjacency list replaced R*- Tree simplifies the establishment of data structure and reduces the memory footprint. Then use the clustering result to get the related information of the key monitoring vehicles and driver. The experiment results demonstrate the validity of our approach. The comprehensive research results enable department of transportation management and transportation enterprises to achieve safe supervision.
Keywords
Global Positioning System; data mining; pattern clustering; real-time systems; road safety; road vehicles; traffic information systems; trees (mathematics); GPS equipment; GPS real-time supervisory data; R*-tree; adjacency list; clustering algorithm; clustering method; clustering result; data structure; key monitoring driver; key monitoring vehicles; maximum density value; memory footprint; overspeed density; overspeed events multiple sections research; overspeed points cluster; road transportation security; safe supervision; transportation enterprises; transportation management; vehicle data; Algorithm design and analysis; Clustering algorithms; Data mining; Global Positioning System; Monitoring; Roads; Vehicles; data mining; density cluster; overspeed; road transport; safe management;
fLanguage
English
Publisher
ieee
Conference_Titel
Transportation, Mechanical, and Electrical Engineering (TMEE), 2011 International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-4577-1700-0
Type
conf
DOI
10.1109/TMEE.2011.6199507
Filename
6199507
Link To Document