• DocumentCode
    2367197
  • Title

    Agent-based behavioral modeling framework of driver behavior at the onset of yellow indication at signalized intersections

  • Author

    Amer, Ahmed ; Rakha, Hesham ; El-Shawarby, Ihab

  • Author_Institution
    Center for Sustainable Mobility, Virginia Tech Transp. Inst., Blacksburg, VA, USA
  • fYear
    2011
  • fDate
    5-7 Oct. 2011
  • Firstpage
    1809
  • Lastpage
    1814
  • Abstract
    This paper presents a state-of-the-art behavioral model (BM) that can be used as a tool to simulate driver behavior after the onset of a yellow indication until (s)he reaches the intersection stop line. The paper presents the general framework of the proposed BM, its components, and discusses its ability to track Dilemma Zone (DZ) drivers and update the information available to them every time step until they reach a final decision. The BM framework is ideal for testing dilemma zone mitigation strategies before actual implementation. In addition, the BM framework can be easily implemented in any traffic simulation software. The paper performs system-based and agent-based characterization of the components involved in the BM framework using data collected from a controlled field driving experiment. The BM is validated using Monte Carlo (MC) simulations, and produces high success rates of 72.8% and 87.2% for system-based and agent-based models, respectively.
  • Keywords
    Monte Carlo methods; behavioural sciences computing; digital simulation; software agents; traffic engineering computing; Monte Carlo simulations; agent based behavioral modeling framework; dilemma zone drivers; dilemma zone mitigation strategies; driver behavior; driver behavior simulate; signalized intersections; traffic simulation software; yellow indication; Acceleration; Decision making; Diffusion tensor imaging; Roads; Traffic control; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference on
  • Conference_Location
    Washington, DC
  • ISSN
    2153-0009
  • Print_ISBN
    978-1-4577-2198-4
  • Type

    conf

  • DOI
    10.1109/ITSC.2011.6082887
  • Filename
    6082887