A simulation model of connected automated vehicles platoon dynamics in a heterogeneous traffic flow

Bykov N.V.
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The gradual incorporation of automated vehicles into the global transport networks leads to the need to develop tools to assess the impact of this process on various aspects of traffic. This implies a more organized movement of automated vehicles which can form uniformly moving platoons. The influence of the formation and movement of these platoons on the dynamics of traffic flow is of great interest. The currently most developed traffic flow models are based on the cellular automaton approach. They are mainly developed in the direction of increasing accuracy. This inevitably leads to the complication of models, which in their modern form have significantly moved away from the original philosophy of cellular automata, which implies simplicity and schematicity of models at the level of evolution rules, leading, however, to a complex organized behavior of the system. In the present paper, a simulation model of connected automated vehicles platoon dynamics in a heterogeneous transport system is proposed, consisting of two types of agents (vehicles): human-driven and automated. The description of the temporal evolution of the system is based on modified rules 184 and 240 for elementary cellular automata. Human-driven vehicles move according to rule 184 with the addition of accidental braking, the probability of which depends on the distance to the vehicle in front. For automated vehicles, a combination of rules is used depending on the type of nearest neighbors, regardless of the distance to them, which brings non-local interaction to the model. At the same time, it is considered that a group of sequentially moving connected automated vehicles can form an organized platoon. The influence of the ratio of types of vehicles in the system on the characteristics of the traffic flow during free movement on a circular one-lane and two-lane roads, as well as in the presence of a traffic light, is studied. The simulation results show that the effect of platoon formation is significant for a freeway traffic flow; the presence of a traffic light reduces the positive effect by about half. The movement of platoons of connected automated vehicles on two-lane roads with the possibility of lane changing was also studied. It is shown that considering the types of neighboring vehicles (automated or human-driven) when changing lanes for automated vehicles has a positive effect on the characteristics of the traffic flow.

Keywords: computer simulation, traffic flow, cellular automata, multi-agent system, automated vehicles, heterogeneous traffic, platoon dynamics
Citation in English: Bykov N.V. A simulation model of connected automated vehicles platoon dynamics in a heterogeneous traffic flow // Computer Research and Modeling, 2022, vol. 14, no. 5, pp. 1041-1058
Citation in English: Bykov N.V. A simulation model of connected automated vehicles platoon dynamics in a heterogeneous traffic flow // Computer Research and Modeling, 2022, vol. 14, no. 5, pp. 1041-1058
DOI: 10.20537/2076-7633-2022-14-5-1041-1058
URL: http://crm-en.ics.org.ru/journal/article/3250/
Creative Commons License This work is licensed under a Creative Commons Attribution-NoDerivs 3.0 Unported License.

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