• DocumentCode
    2119155
  • Title

    Traffic Flow Characteristic Based on A Phase Plane Approach

  • Author

    Hsu, Chih-Ming ; Lian, Feng-Li

  • Author_Institution
    Electr. Eng. Dept., Nat. Taiwan Univ., Taipei
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    754
  • Lastpage
    759
  • Abstract
    This paper proposes a phase-plane approach for analyzing the interpretation of various traffic flow characteristics. Using the phase-plane analysis, the dynamical switching behaviors of traffic flow can be easily studied. By analyzing the mathematical models of traffic flow transition, the dynamical behaviors can be characterized within the phase plane. Furthermore, 2-D Gaussian Mixture Modeling (GMM) is used to classify the dynamic traffic flow, and five types of traffic flow patterns are identified based on a real traffic dataset from Taiwan highway systems. Each traffic flow pattern can indicate a different interpretation of a special dynamical traffic behavior. A critical discussion of switching conditions for five types of flow patterns is also presented.
  • Keywords
    Gaussian processes; pattern recognition; traffic engineering computing; 2D Gaussian mixture modeling; dynamical switching; phase-plane analysis; traffic flow pattern; Air transportation; Cities and towns; Intelligent transportation systems; Intelligent vehicles; Mathematical model; Microscopy; Road transportation; Traffic control; Vehicle dynamics; Virtual colonoscopy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems, 2008. ITSC 2008. 11th International IEEE Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-2111-4
  • Electronic_ISBN
    978-1-4244-2112-1
  • Type

    conf

  • DOI
    10.1109/ITSC.2008.4732549
  • Filename
    4732549