• DocumentCode
    1176372
  • Title

    Spatial-temporal traffic data analysis based on global data management using MAS

  • Author

    Zhang, He-Sheng ; Zhang, Yi ; Li, Zhi-Heng ; Hu, Dong-Cheng

  • Author_Institution
    Dept. of Autom., Tsinghua Univ., Beijing, China
  • Volume
    5
  • Issue
    4
  • fYear
    2004
  • Firstpage
    267
  • Lastpage
    275
  • Abstract
    The spatial-temporal traffic data analysis based on global data management is a newly developed and crucial approach to help traffic managers having the global view of urban traffic status in the level of road network, which is very clearly useful in traffic control and route guidance. The multiagent systems are used in traffic data management with full consideration of the characteristics of traffic data and the cooperation and workflow among them. In software implementation of data management, the agent-based common object request broker architecture is adopted taking the distributed urban traffic data in the large area under network environments into account. Based on the global traffic data, the approach of visualized spatial-temporal analysis is then induced. The similarity of traffic data is analyzed first for each link and its profile is achieved to undertake the primary processing of urban traffic data. Furthermore, analysis results are shown on the basis of the geographic information systems for transportation. The two types of visualization, pseudocolor and contour maps, are adopted in the demonstration to display the traffic status graphically and its changing frames. Among the applications in some big cities in China, the case of urban traffic analysis for Beijing is studied to demonstrate the implementation of the approach.
  • Keywords
    data analysis; multi-agent systems; road traffic; traffic control; traffic engineering computing; MAS; agent-based common object request broker architecture; contour maps; distributed urban traffic data; global data management; multiagent systems; pseudocolor; spatial-temporal traffic data analysis; traffic data management; Communication system traffic control; Computer architecture; Data analysis; Data visualization; Environmental management; Information analysis; Multiagent systems; Roads; Telecommunication traffic; Traffic control; 211;temporal data analysis; 65; Data management; MASs; multiagent systems; spatial&#; visualization;
  • fLanguage
    English
  • Journal_Title
    Intelligent Transportation Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1524-9050
  • Type

    jour

  • DOI
    10.1109/TITS.2004.837816
  • Filename
    1364001