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A multi-agent based cellular automata model for intersection traffic control simulation

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Listed:
  • Wang, Jinghui
  • Lv, Wei
  • Jiang, Yajuan
  • Qin, Shuangshuang
  • Li, Jiawei

Abstract

The transportation system is a complex system with multiple transportation elements. Therefore, how to simulate a complex transportation system is a difficult point in transportation research. The complex element in transportation can be regarded as a multi-agent system, based on this, this paper proposes a multi-agent based cellular automata model. Applying multi-agent theory to simulate complex elements in traffic, and due to the simplified rules and high simulation efficiency of cellular automata, the model can efficiently simulate complex traffic scenes. In the model, car-following and lane-changing rules applied to different traffic scenarios are proposed, and the model is used to simulate the fixed time strategy and induction control strategy of road intersections. The simulation results show that the traffic control effect under the induction control strategy is better than the traditional fixed time control strategy. In the induction control strategy, the average speed of the vehicle is faster, the travel time and the queue length are shorter, and the road congestion problem caused by saturated traffic volume can be effectively avoided.

Suggested Citation

  • Wang, Jinghui & Lv, Wei & Jiang, Yajuan & Qin, Shuangshuang & Li, Jiawei, 2021. "A multi-agent based cellular automata model for intersection traffic control simulation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 584(C).
  • Handle: RePEc:eee:phsmap:v:584:y:2021:i:c:s0378437121006294
    DOI: 10.1016/j.physa.2021.126356
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    as
    1. Denos C. Gazis & Robert Herman & Richard W. Rothery, 1961. "Nonlinear Follow-the-Leader Models of Traffic Flow," Operations Research, INFORMS, vol. 9(4), pages 545-567, August.
    2. Li, Xin-Gang & Jia, Bin & Gao, Zi-You & Jiang, Rui, 2006. "A realistic two-lane cellular automata traffic model considering aggressive lane-changing behavior of fast vehicle," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 367(C), pages 479-486.
    3. Jia, Bin & Jiang, Rui & Wu, Qing-Song & Hu, Mao-bin, 2005. "Honk effect in the two-lane cellular automaton model for traffic flow," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 348(C), pages 544-552.
    4. Gipps, P.G., 1981. "A behavioural car-following model for computer simulation," Transportation Research Part B: Methodological, Elsevier, vol. 15(2), pages 105-111, April.
    5. Lv, Wei & Song, Wei-guo & Fang, Zhi-ming, 2011. "Three-lane changing behaviour simulation using a modified optimal velocity model," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(12), pages 2303-2314.
    6. Lv, Wei & Song, Wei-guo & Fang, Zhi-ming & Ma, Jian, 2013. "Modelling of lane-changing behaviour integrating with merging effect before a city road bottleneck," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(20), pages 5143-5153.
    7. He, Jia & He, Zhengbing & Fan, Bo & Chen, Yanyan, 2020. "Optimal location of lane-changing warning point in a two-lane road considering different traffic flows," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 540(C).
    8. Lv, Wei & Song, Wei-guo & Liu, Xiao-dong & Ma, Jian, 2013. "A microscopic lane changing process model for multilane traffic," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(5), pages 1142-1152.
    9. Vranken, Tim & Sliwa, Benjamin & Wietfeld, Christian & Schreckenberg, Michael, 2021. "Adapting a cellular automata model to describe heterogeneous traffic with human-driven, automated, and communicating automated vehicles," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 570(C).
    10. Deo, Puspita & Ruskin, Heather J., 2014. "Urban signalised intersections: Impact of vehicle heterogeneity and driver type on cross-traffic manoeuvres," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 405(C), pages 140-150.
    11. Chowdhury, Debashish & Wolf, Dietrich E. & Schreckenberg, Michael, 1997. "Particle hopping models for two-lane traffic with two kinds of vehicles: Effects of lane-changing rules," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 235(3), pages 417-439.
    12. Zhao, Han-Tao & Liu, Xin-Ru & Chen, Xiao-Xu & Lu, Jian-Cheng, 2018. "Cellular automata model for traffic flow at intersections in internet of vehicles," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 494(C), pages 40-51.
    13. Lee, Tzu-Chang & Wong, K.I., 2016. "An agent-based model for queue formation of powered two-wheelers in heterogeneous traffic," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 461(C), pages 199-216.
    14. Gipps, P. G., 1986. "A model for the structure of lane-changing decisions," Transportation Research Part B: Methodological, Elsevier, vol. 20(5), pages 403-414, October.
    15. Joshua M. Epstein & Robert L. Axtell, 1996. "Growing Artificial Societies: Social Science from the Bottom Up," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262550253, December.
    16. Feng, Shumin & Li, Jinyang & Ding, Ning & Nie, Cen, 2015. "Traffic paradox on a road segment based on a cellular automaton: Impact of lane-changing behavior," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 428(C), pages 90-102.
    17. G. F. Newell, 1961. "Nonlinear Effects in the Dynamics of Car Following," Operations Research, INFORMS, vol. 9(2), pages 209-229, April.
    18. Deng, Jian-Hua & Feng, Huan-Huan, 2019. "A multilane cellular automaton multi-attribute lane-changing decision model," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 529(C).
    19. Rickert, M. & Nagel, K. & Schreckenberg, M. & Latour, A., 1996. "Two lane traffic simulations using cellular automata," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 231(4), pages 534-550.
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    Cited by:

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    3. Liu, Xiaoyu & Zhao, Min & Sun, Dihua & Wang, Shihui & Zhang, Yicai, 2023. "Adaptive fault-tolerant controller and operation strategies designed for mixed vehicular platoons in the vicinity of a signalized intersection," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 611(C).
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    5. Yang, Qiaoli & Deng, Kang & Gao, Fengyang & Yu, Shaowei & Dou, Zufang & Zhang, Tingrong, 2022. "Characterizing the dynamics and uncertainty of queues at signalized intersections with left-turn bay," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 599(C).

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