Research on route hierarchical control strategy from the perspective of macroscopic traffic network

IF 2.8 3区 工程技术 Q3 TRANSPORTATION Journal of Intelligent Transportation Systems Pub Date : 2023-11-02 DOI:10.1080/15472450.2022.2084337
Leilei Kang , Weike Lu , Lan Liu
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Abstract

In order to alleviate traffic congestion, transfer the regional orientation of macroscopic traffic flow to microscopic routes, and form a unified and coordinated framework of macro path decision and micro path decision, a vehicle route hierarchical control strategy is proposed from the perspective of network macro aggregated information. Firstly, according to the homogeneity of vehicle density distribution, a network is divided into several sub-regions, and then the macro-aggregate dynamic mapping relationship of each sub-area is analyzed. Secondly, a traffic equilibrium distribution model is established under heterogeneous macro path conditions to minimize the travel time of traffic flow. To bring macro traffic flow solved by the above model to the projected into the actual network level, the logit route model is used to guide macro traffic flow to the micro-scale road network with the help of a simplified network. Finally, the SUMO simulation platform is employed to achieve the solution and verification of the hierarchical vehicle path control method. The experimental results prove that the strategy can effectively reduce the congestion of the urban road network during peak hours and improve the traffic capacity of the road network. It is also demonstrated that macroscopic aggregate information is one of the reliable information sources for vehicle path control and guidance in a road network.
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宏观交通网络视角下的路线分级控制策略研究
摘要为了缓解交通拥堵,将宏观交通流的区域取向转移到微观路径上,形成宏观路径决策和微观路径决策的统一协调框架,从网络宏观聚合信息的角度提出了一种车辆路径分层控制策略。首先,根据车辆密度分布的均匀性,将路网划分为若干子区域,然后分析各子区域之间的宏观总体动态映射关系;其次,建立了异构宏观路径条件下的交通均衡分配模型,以最小化交通流的行驶时间;为了将上述模型求解的宏观交通流投影到实际的网络层面,采用logit路径模型,借助简化的网络将宏观交通流引导到微观尺度的路网中。最后,利用SUMO仿真平台实现了层次化车辆路径控制方法的求解与验证。实验结果证明,该策略可以有效地减少城市道路网络在高峰时段的拥堵,提高道路网络的通行能力。研究还表明,宏观聚合信息是道路网络中车辆路径控制和引导的可靠信息源之一。
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来源期刊
CiteScore
8.80
自引率
19.40%
发文量
51
审稿时长
15 months
期刊介绍: The Journal of Intelligent Transportation Systems is devoted to scholarly research on the development, planning, management, operation and evaluation of intelligent transportation systems. Intelligent transportation systems are innovative solutions that address contemporary transportation problems. They are characterized by information, dynamic feedback and automation that allow people and goods to move efficiently. They encompass the full scope of information technologies used in transportation, including control, computation and communication, as well as the algorithms, databases, models and human interfaces. The emergence of these technologies as a new pathway for transportation is relatively new. The Journal of Intelligent Transportation Systems is especially interested in research that leads to improved planning and operation of the transportation system through the application of new technologies. The journal is particularly interested in research that adds to the scientific understanding of the impacts that intelligent transportation systems can have on accessibility, congestion, pollution, safety, security, noise, and energy and resource consumption. The journal is inter-disciplinary, and accepts work from fields of engineering, economics, planning, policy, business and management, as well as any other disciplines that contribute to the scientific understanding of intelligent transportation systems. The journal is also multi-modal, and accepts work on intelligent transportation for all forms of ground, air and water transportation. Example topics include the role of information systems in transportation, traffic flow and control, vehicle control, routing and scheduling, traveler response to dynamic information, planning for ITS innovations, evaluations of ITS field operational tests, ITS deployment experiences, automated highway systems, vehicle control systems, diffusion of ITS, and tools/software for analysis of ITS.
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