DocumentCode
514422
Title
Travel time prediction for float car system based on time series
Author
Zhu, Tongyu ; Kong, Xueping ; Lv, Weifeng ; Zhang, Yuan ; Du, Bowen
Author_Institution
State Key Lab. of Software Dev. Environ., Beihang Univ., Beijing, China
Volume
2
fYear
2010
fDate
7-10 Feb. 2010
Firstpage
1503
Lastpage
1508
Abstract
Recently, the Float Car technology is playing a more and more important role in real-time traffic service systems because it can collect real-time traffic information with low cost, high coverage and high efficiency. Meanwhile, the ability to accurately predict travel times in transportation networks is becoming a critical component for many Intelligent Transportation Systems. This paper focuses on the research of travel time prediction method based on Float Car Data. To gain the inherent characteristic of traffic information, a mechanism of dynamically extracting traffic periodic trends through the statistical analysis of historical data is present. On the basis of it, a series of improvements based on time series are proposed to predict the travel time information. The Float Car Data in Beijing are used as experiment data to verify the methods.
Keywords
automobiles; road traffic; time series; traffic information systems; Float Car Data; Float Car system; Intelligent Transportation Systems; real-time traffic information; real-time traffic service systems; statistical analysis; time series; travel time information; travel time prediction; Data mining; Intelligent transportation systems; Prediction methods; Predictive models; Real time systems; Statistical analysis; Telecommunication traffic; Traffic control; Uncertainty; Vehicle dynamics; Intelligent Transportation System (ITS); time series; travel time prediction; trends extraction;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Communication Technology (ICACT), 2010 The 12th International Conference on
Conference_Location
Phoenix Park
ISSN
1738-9445
Print_ISBN
978-1-4244-5427-3
Type
conf
Filename
5440314
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