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Modeling and simulation of car accidents at a signalized intersection using cellular automata

Author

Listed:
  • Marzoug, R.
  • Lakouari, N.
  • Ez-Zahraouy, H.
  • Castillo Téllez, B.
  • Castillo Téllez, M.
  • Cisneros Villalobos, L.

Abstract

In this paper, we propose a two-lane cellular automata model that explains the relationship between traffic-related parameters and likelihood of accidents Pac at a signalized intersection. It is found that, the risk of collision rises as well as the lane-changing probability Pchg augments, besides, the accidents and inflow α show a nonlinear relationship. Moreover, Pac exhibits three different phases (I, II and III) depending on α. Likewise, the system exhibits a second (first) order transition from phase I to phase II when Pchg>0 (Pchg=0). Nevertheless, the transition from phase II to phase III is of first (second) order when Pchg>0 (Pchg=0). In addition, the result analysis shows that the distribution of accidents according to the intersection sites is not equiprobable. Furthermore, when the traffic arriving strength is not very high, the green light length of one road should be increased to restrain Pac and enhance the road safety. Finally, the model results illustrated that the traffic at the intersection is more dangerous adopting asymmetric lane-changing rules than symmetric ones.

Suggested Citation

  • Marzoug, R. & Lakouari, N. & Ez-Zahraouy, H. & Castillo Téllez, B. & Castillo Téllez, M. & Cisneros Villalobos, L., 2022. "Modeling and simulation of car accidents at a signalized intersection using cellular automata," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 589(C).
  • Handle: RePEc:eee:phsmap:v:589:y:2022:i:c:s0378437121008657
    DOI: 10.1016/j.physa.2021.126599
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    References listed on IDEAS

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    1. Xie, Dong-Fan & Gao, Zi-You & Zhao, Xiao-Mei & Li, Ke-Ping, 2009. "Characteristics of mixed traffic flow with non-motorized vehicles and motorized vehicles at an unsignalized intersection," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(10), pages 2041-2050.
    2. Xin-Gang Li & Zi-You Gao & Bin Jia & Xiao-Mei Zhao, 2009. "Cellular Automata Model For Unsignalized T-Shaped Intersection," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 20(04), pages 501-512.
    3. Jin, Wen-Long, 2010. "A kinematic wave theory of lane-changing traffic flow," Transportation Research Part B: Methodological, Elsevier, vol. 44(8-9), pages 1001-1021, September.
    4. Pang, Ming-bao & Zheng, Sha-sha & Cai, Zhang-hui, 2015. "Simulation of three lanes one-way freeway in low visibility weather by possible traffic accidents," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 433(C), pages 161-170.
    5. Daganzo, C. F. & Cassidy, M. J. & Bertini, R. L., 1999. "Possible explanations of phase transitions in highway traffic," Transportation Research Part A: Policy and Practice, Elsevier, vol. 33(5), pages 365-379, June.
    6. Fei, L. & Zhu, H.B. & Han, X.L., 2016. "Analysis of traffic congestion induced by the work zone," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 450(C), pages 497-505.
    7. 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.
    8. Tang, Tie-Qiao & Luo, Xiao-Feng & Zhang, Jian & Chen, Liang, 2018. "Modeling electric bicycle’s lane-changing and retrograde behaviors," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 490(C), pages 1377-1386.
    9. R. Marzoug & B. Castillo Téllez & M. Castillo Téllez & G. A. Mejía Pérez & A. Bassam & O. Oubram, 2019. "Optimization of traffic intersection using connected vehicles," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 30(06), pages 1-13, June.
    10. Shu-Bin Li & Dan-Ni Cao & Wen-Xiu Dang & Lin Zhang, 2018. "Variable speed limit strategies analysis with mesoscopic traffic flow model based on complex networks," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 29(02), pages 1-20, February.
    11. repec:wsi:afexxx:v:13:y:2018:i:04:n:s0129183118501218 is not listed on IDEAS
    12. Rachid Marzoug & Hicham Echab & Hamid Ez-Zahraouy, 2017. "Car accidents induced by a bottleneck," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 90(12), pages 1-7, December.
    13. Daganzo, Carlos F., 1994. "The cell transmission model: A dynamic representation of highway traffic consistent with the hydrodynamic theory," Transportation Research Part B: Methodological, Elsevier, vol. 28(4), pages 269-287, August.
    14. R. Marzoug & H. Ez-Zahraouy & A. Benyoussef, 2015. "Simulation study of car accidents at the intersection of two roads in the mixed traffic flow," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 26(01), pages 1-14.
    15. R. Marzoug & N. Lakouari & O. Oubram & H. Ez-Zahraouy & A. Khallouk & M. Limón-Mendoza & J. G. Vera-Dimas, 2018. "Impact of traffic lights on car accidents at intersections," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 29(12), pages 1-14, December.
    16. 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.
    17. R. Marzoug & N. Lakouari & O. Oubram & H. Ez-Zahraouy & L. Cisneros-Villalobos & J. G. Velásquez-Aguilar, 2018. "Impact of information feedback strategy on the car accidents in two-route scenario," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 29(09), pages 1-12, September.
    18. Zhao, Xiao-mei & Gao, Zi-you & Jia, Bin, 2007. "The capacity drop caused by the combined effect of the intersection and the bus stop in a CA model," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 385(2), pages 645-658.
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    Cited by:

    1. Ma, Changxi & Li, Dong, 2023. "A review of vehicle lane change research," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 626(C).
    2. Lu, Ruicheng & Ma, Minghui & Wang, Yansong & Lu, Jiaxuan & Liang, Shidong, 2023. "Dynamic areas strategy design for variable speed limiting at fixed freeway bottlenecks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 615(C).
    3. Rachid Marzoug & Noureddine Lakouari & José Roberto Pérez Cruz & Carlos Jesahel Vega Gómez, 2022. "Cellular Automata Model for Analysis and Optimization of Traffic Emission at Signalized Intersection," Sustainability, MDPI, vol. 14(21), pages 1-20, October.

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