• 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