DocumentCode
715808
Title
Collection and exploration of GPS based vehicle traces database
Author
Elleuch, Wiam ; Wali, Ali ; Alimi, Adel M.
Author_Institution
Lab.: Res. Groups in Intell. Machines, Nat. Eng. Sch. of Sfax, Sfax, Tunisia
fYear
2015
fDate
20-22 May 2015
Firstpage
275
Lastpage
280
Abstract
Successful developments of high quality traffic management and information system require a rich database in order to test and carry out more experiments. In fact, Intelligent Transportation Systems (ITS) consist of understanding phenomena as well as predicting interactions and behaviours of vehicles and also the drivers in the road network. Therefore, the development of ITS should often be based on real data to be more useful and practical in real world. For that, in this paper, we presented a 100 GB database of geographical coordinates gathered from Global Positioning Systems (GPS) receivers embedded in several vehicles. This database contains many other information such as speed which are interesting to be processed. Several preprocessing steps are performed to use the GPS datasets such as conversion and fusion. Also, we give in this text an overview of the data. Moreover, as a result of the availability of our data, we generated a road map of Tunisia. We compare its geometry to roads provided by Google maps,the well-known commercial digital map. In fact, data obtained are undergone some data mining techniques such as clustering with k-means and finally, we explore the speed of vehicles to extract and mine some necessary criteria and parameters useful to improve quality of traffic management.
Keywords
Global Positioning System; data mining; database management systems; intelligent transportation systems; pattern clustering; traffic information systems; GPS based vehicle traces database; GPS datasets; Google map; ITS; Tunisia; data availability; data mining techniques; digital map; geographical coordinates; global positioning system receivers; high quality traffic management; information system; intelligent transportation systems; k-means clustering; road network; Global Positioning System; Roads; Vehicles; GPS trace; Global Positioning Systems; clustering; k-means; road map;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Logistics and Transport (ICALT), 2015 4th International Conference on
Conference_Location
Valenciennes
Type
conf
DOI
10.1109/ICAdLT.2015.7136629
Filename
7136629
Link To Document