Microscopic state evolution model of mixed traffic flow based on potential field theory

细胞自动机 流量(计算机网络) 模拟 离散化 微观交通流模型 计算机科学 流量(数学) 交通模拟 机械 交通生成模型 工程类 物理 数学 算法 实时计算 航空航天工程 数学分析 计算机安全 交叉口(航空)
作者
Linheng Li,Can Wang,Ying Zhang,Xu Qu,Rui Li,Zhijun Chen,Bin Ran
出处
期刊:Physica D: Nonlinear Phenomena [Elsevier]
卷期号:607: 128185-128185 被引量:12
标识
DOI:10.1016/j.physa.2022.128185
摘要

To investigate the microscopic-state evolution mechanism of mixed traffic flow composed of Connected and Automated Vehicles (CAVs) and Human Driven Vehicles (HDVs) in the intelligent and connected environment, this paper proposed a safety potential field-NaSch (SPF-NS) model for mixed traffic flow based on potential field theory. The model introduces the safety potential field theory into the cellular automata model, reformulates the cellular automata rules and realizes the discretization of the potential field. In addition, a comparative numerical simulation experiment between NaSch model and SPF-NS model was designed. The results show that SPF-NS model can realize the real-time change of vehicle's acceleration according to the potential field distribution, which is more precise for the actual car-following state description than NaSch model. At the same time, the road traffic flow stability under SPF-NS model is higher and the traffic capacity is increased. Besides, the microscopic-state evolution process of mixed traffic flow is emphatically studied, and the simulation experiments of different CAV penetration conditions are designed. The simulation results show that the stability of mixed traffic flow increases with the increase of CAV penetration. Compared with the HDV environment, when the CAV penetration of mixed traffic flow reaches 100%, The maximum traffic capacity of the road was increased by 2.2 times, and the congestion ratio was reduced by 96.60%. Therefore, this model can reflect the driving risk faced by vehicles in the process of car-following and simulate the microscopic-state evolution process of mixed traffic flow. The research results can provide theoretical support for future research on vehicle lane changing behavior, mixed traffic flow management and control, macroscopic state prediction in traffic flow and so on.
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