Metro Train Stopping Scheme Decision Based on Multisource Data in Express-Local Train Mode

IF 2 4区 工程技术 Q2 ENGINEERING, CIVIL Journal of Advanced Transportation Pub Date : 2024-04-30 DOI:10.1155/2024/7311720
Jin Li, Yaqiu Wang, Shiyin Zhang, Huasheng Liu
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Abstract

The urban rail transit network has gradually realized grid operation with the increase in the coverage rate. Therefore, the stopping schemes in accordance with the trend of the passenger flow are more conducive to improving the attractiveness of the rail transit and improving the sharing rate of the urban public transit. Traditional data from a single source may not be sufficient to describe the overall trend of the passenger flow in a period of time, and the error is possible in the case of insufficient data. Based on the multisource data, the spatial weight function is introduced to fuse the point of interest data and real estate information data, from which one obtains the residential index and office index, and the cluster analysis is conducted to obtain the potential stop scheme. Then, the optimization model of the train operation plan is established, aiming at minimizing the passenger travel time and the generalized system cost, and is constrained by a series of driving conditions. Compared with the single data source, multisource data can better reflect passenger flow trends and land use characteristics. Compared with the traditional all-station stopping scheme, a reasonable setting of crossing stations and running express-local trains can better satisfy the demands of the passenger flow. Finally, the optimization of Changchun rail Transit Line 1 shows that the model can reduce the travel time of passengers and the operating cost of the rail transit company and improve the quality of service, so as to achieve a win-win situation between passengers and the rail transit company.

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基于多源数据的快车-本地列车模式下地铁列车停靠方案决策
随着覆盖率的提高,城市轨道交通线网已逐步实现网格化运营。因此,顺应客流趋势的停靠方案更有利于提高轨道交通的吸引力,提高城市公共交通的分担率。传统的单一来源数据可能不足以描述一段时间内客流的整体趋势,在数据不充分的情况下可能会出现误差。在多源数据的基础上,引入空间权重函数,将兴趣点数据和房地产信息数据进行融合,从中得到居住指数和办公指数,并进行聚类分析,得到潜在的停靠方案。然后,建立列车运行方案的优化模型,以乘客旅行时间和广义系统成本最小化为目标,并受到一系列行车条件的约束。与单一数据源相比,多源数据能更好地反映客流趋势和土地使用特征。与传统的全站停靠方案相比,合理设置交叉站和开行快线-本地列车能更好地满足客流需求。最后,长春轨道交通 1 号线的优化结果表明,该模型可以减少乘客的出行时间,降低轨道交通公司的运营成本,提高服务质量,实现乘客与轨道交通公司的双赢。
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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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