Dynamic Control of Variable Lanes on Port Collector-Distributor Expressway

IF 2.2 4区 工程技术 Q2 ENGINEERING, CIVIL
Yin Jiang, Wei Zhang, Ruiyu Wang, Gang Ren
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引用次数: 0

Abstract

The port collector-distributor expressways are important channels connecting large ports and inland hinterlands. The traffic volume and composition on port collector-distributor expressways are significantly influenced by the arrival and departure of cargo ships, resulting in significant variations between periods with and without freight tasks. To improve the operational efficiency and traffic safety on these expressways, this study proposes a dynamic lane function control model that can dynamically control lane functions on multilane expressways based on identified future spatiotemporal traffic conditions. Specifically, first, based on historical multisource data and comprehensive consideration of traffic flow and composition, typical scenarios of collector-distributor expressways are classified. Second, a lane allocation scheme generation model is constructed, the objective function and related constraints are clarified, and a solving algorithm based on a genetic algorithm is proposed. Furthermore, a simulation framework based on Simulation of Urban Mobility (SUMO) and CARLA simulator is built for simulation and verification. Finally, a detailed case study analysis is conducted on the 11 km section of Tianjin Port’s collector-distributor expressway, and the proposed dynamic control model is validated based on the simulation framework. The results from the simulations were consistent with the outputs generated by the model, confirming that the proposed method can effectively improve the operational efficiency of port collector-distributor expressways.

Abstract Image

港口集散高速公路变车道动态控制
港口集散高速公路是连接大型港口与内陆腹地的重要通道。港口集散高速公路的交通量和构成受货船到达和离开的显著影响,导致有货运任务和无货运任务之间的显著差异。为了提高多车道高速公路的运行效率和交通安全,本研究提出了一种动态车道功能控制模型,该模型可以基于确定的未来时空交通状况对多车道高速公路的车道功能进行动态控制。具体而言,首先,基于历史多源数据,综合考虑交通流和交通构成,对集散高速公路典型场景进行分类;其次,构建了车道分配方案生成模型,明确了目标函数和约束条件,提出了基于遗传算法的求解算法;在此基础上,构建了基于城市交通仿真(SUMO)和CARLA模拟器的仿真框架进行仿真验证。最后,以天津港集散高速公路11 km路段为例进行了详细的案例分析,并基于仿真框架对所提出的动态控制模型进行了验证。仿真结果与模型计算结果一致,验证了该方法能有效提高港口集散高速公路的运行效率。
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来源期刊
Journal of Advanced Transportation
Journal of Advanced Transportation 工程技术-工程:土木
CiteScore
5.00
自引率
8.70%
发文量
466
审稿时长
7.3 months
期刊介绍: The Journal of Advanced Transportation (JAT) is a fully peer reviewed international journal in transportation research areas related to public transit, road traffic, transport networks and air transport. It publishes theoretical and innovative papers on analysis, design, operations, optimization and planning of multi-modal transport networks, transit & traffic systems, transport technology and traffic safety. Urban rail and bus systems, Pedestrian studies, traffic flow theory and control, Intelligent Transport Systems (ITS) and automated and/or connected vehicles are some topics of interest. Highway engineering, railway engineering and logistics do not fall within the aims and scope of JAT.
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