DocumentCode
3447755
Title
Dynamic OD estimation using Automatic Vehicle Location information
Author
Tan Guozhen ; Liu Lidong ; Wang Fan ; Wang Yaodong
Author_Institution
Sch. of Comput. Sci.&Tech., Dalian Univ. of Technol., Dalian, China
Volume
1
fYear
2011
fDate
20-22 Aug. 2011
Firstpage
352
Lastpage
355
Abstract
OD (Origin-Destination) matrix describes the number of vehicles from origin zones to destination zones. Dynamic OD is an essential input for traffic guidance and traffic control strategies of intelligent transport system (ITS). As the development of Automatic Vehicle Location (AVL) technologies, advanced devices such as GPS, RFID etc. have been used in locating vehicles and we can obtain real-time information from vehicles equipped with AVL devices. With the information provided by AVL vehicles, we propose a model named OD estimation with automatic vehicle location (O DAVL) to estimate dynamic OD matrix. The ODAVL model uses AVL data and abandons history data which ensures that all data used are real-time and avoids the uncertainty of history data. ODAVL model also considers the link flow error between real flow and the flow we estimated which caused by the deviation of real OD and estimated OD that could improve the precision of OD estimation. Experiments show that our method obtains a good solution of OD estimation.
Keywords
automated highways; estimation theory; matrix algebra; traffic information systems; ITS; ODAVL model; automatic vehicle location information; dynamic OD matrix estimation; intelligent transport system; origin-destination matrix; traffic control strategy; traffic guidance; Data models; Estimation; History; Least squares approximation; Real time systems; Vehicle dynamics; Vehicles; automatic vehicle location information; dynamic OD estimation; real-time;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Technology and Artificial Intelligence Conference (ITAIC), 2011 6th IEEE Joint International
Conference_Location
Chongqing
Print_ISBN
978-1-4244-8622-9
Type
conf
DOI
10.1109/ITAIC.2011.6030221
Filename
6030221
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