Modeling and optimization of platooning behaviors in fixed-time signalized intersection entrance areas

IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Simulation Modelling Practice and Theory Pub Date : 2024-01-27 DOI:10.1016/j.simpat.2024.102900
Junjie Zhang , Haijian Li , Yongfeng Ma , Chenxiao Zhang , Lingqiao Qin , Na Chen
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Abstract

Intelligent vehicles passing through intersections in platoons have the potential to reduce speed fluctuations and improve traffic efficiency. This paper centers on the cooperative optimization of platooning behavior in urban fixed-time signalized intersection scenarios. It delves into the spatial group distribution characteristics of platoons within an intersection entrance lane and employs modeling techniques to vividly portray and express group behaviors, including lane-changing and car-following, across various physical areas within a platoon. Based on real-world traffic data collected in Beijing, SUMO (Simulation of Urban Mobility) is used to build simulation scenarios in this research. Considering both low- and high-volume conditions, the influence of different platoon size combinations on entrance lane traffic efficiency improvement is explored by adjusting the platoon size to determine an ideal vehicle group organization form under a given fixed signal timing. Experimental results show that the optimal platoon sizes and crossing sequences are affected by traffic volume and the number of lanes. For example, when the volume of a single lane in the east entrance straight direction is large (500 or 600 pcu/h/lane), the observed optimal platoon size is 7 to 9 pcu/p (pcu/platoon). These findings indicate that at fixed-time signalized intersections, there exists a reasonable platoon size that optimizes the overall capacity of each entrance, which provides ideas for future vehicle group control.

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固定时间信号灯交叉口入口区的排队行为建模与优化
智能车辆以排队方式通过交叉路口,有可能减少速度波动,提高交通效率。本文的研究重点是城市固定时间信号灯交叉口场景中排车行为的协同优化。它深入研究了排车在交叉口入口车道内的空间群体分布特征,并采用建模技术生动地描绘和表达了排车在不同物理区域内的群体行为,包括变道和跟车。本研究基于在北京收集的真实交通数据,使用 SUMO(城市交通仿真)来构建仿真场景。考虑到低流量和高流量两种情况,在给定的固定信号配时下,通过调整排规模来确定理想的车辆群组织形式,从而探索不同排规模组合对提高入口车道交通效率的影响。实验结果表明,最佳排数和交叉口顺序受交通流量和车道数的影响。例如,当东入口直行方向单车道的车流量较大(500 或 600 pcu/h/车道)时,观察到的最佳排数为 7 至 9 pcu/p(pcu/排)。这些研究结果表明,在固定时间信号灯控制的交叉路口,存在一个合理的排队规模,可以优化每个入口的整体通行能力,这为未来的车辆群控制提供了思路。
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来源期刊
Simulation Modelling Practice and Theory
Simulation Modelling Practice and Theory 工程技术-计算机:跨学科应用
CiteScore
9.80
自引率
4.80%
发文量
142
审稿时长
21 days
期刊介绍: The journal Simulation Modelling Practice and Theory provides a forum for original, high-quality papers dealing with any aspect of systems simulation and modelling. The journal aims at being a reference and a powerful tool to all those professionally active and/or interested in the methods and applications of simulation. Submitted papers will be peer reviewed and must significantly contribute to modelling and simulation in general or use modelling and simulation in application areas. Paper submission is solicited on: • theoretical aspects of modelling and simulation including formal modelling, model-checking, random number generators, sensitivity analysis, variance reduction techniques, experimental design, meta-modelling, methods and algorithms for validation and verification, selection and comparison procedures etc.; • methodology and application of modelling and simulation in any area, including computer systems, networks, real-time and embedded systems, mobile and intelligent agents, manufacturing and transportation systems, management, engineering, biomedical engineering, economics, ecology and environment, education, transaction handling, etc.; • simulation languages and environments including those, specific to distributed computing, grid computing, high performance computers or computer networks, etc.; • distributed and real-time simulation, simulation interoperability; • tools for high performance computing simulation, including dedicated architectures and parallel computing.
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