• DocumentCode
    3228879
  • Title

    Markov Decision Process for Traffic Control at an Isolated Intersection

  • Author

    Biao Yin ; Dridi, Mahjoub ; El Moudni, Abdellah

  • Author_Institution
    Lab. Syst. et Transp., Univ. de Technol. de Belfort-Montbeliard, Belfort, France
  • fYear
    2013
  • fDate
    4-6 Nov. 2013
  • Firstpage
    789
  • Lastpage
    794
  • Abstract
    In this paper, a new control method based on Markov Decision Process for a simple traffic intersection is proposed. At the intersection, different directions have the arrival traffic flows and each has a single queue. The non-conflicting flows constitute a combination which possesses the optimal sequence to occupy the intersection. The iterative algorithm is used to minimize the number of vehicles waiting in the queue and the vehicles average waiting time. However, in this dynamic control, the more important thing is that the fairness among the combinations for maintaining the system stability is taken into account. As shown by the comparison of simulation results, it is necessary to use fairness control when global optimization is acquired. Statistical analysis of simulation results at different arrival rates indicates that the approach has a good performance.
  • Keywords
    Markov processes; optimisation; road traffic control; simulation; stability; statistical analysis; Markov decision process; arrival traffic flows; dynamic control; global optimization; isolated intersection; optimal sequence; simulation; statistical analysis; system stability; traffic control; Aerospace electronics; Heuristic algorithms; Markov processes; Simulation; Switches; Vehicle dynamics; Vehicles; Markov Decision Process; average waiting time; fairness; intersection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools with Artificial Intelligence (ICTAI), 2013 IEEE 25th International Conference on
  • Conference_Location
    Herndon, VA
  • ISSN
    1082-3409
  • Print_ISBN
    978-1-4799-2971-9
  • Type

    conf

  • DOI
    10.1109/ICTAI.2013.121
  • Filename
    6735332