A Route Diversity–Based Approach for Estimating Vulnerability of Stations in a Multimodal Public Transport Network

IF 2 4区 工程技术 Q2 ENGINEERING, CIVIL
Jianlin Jia, Yuwen Huang, Wanting Zhang, Yanyan Chen, Zhuo Liu
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Abstract

Multimodal public transport network (MPTN) plays an important role in relieving road traffic pressure for metropolitan area. Nevertheless, the impact of an accident happened in an individual station may not only disrupt the station itself or the single lines that go through the station but also spread over the whole network. Therefore, identifying the vulnerable stations is essential for improving the MPTN management against the systematic risk caused by accidents. In this paper, we proposed a route diversity-based approach to measure the vulnerability of stations in MPTN based on the complex network theory. The route constraint parameters were established to reflect the travel time restriction in constructing the set of passengers’ acceptable routes. In addition, an algorithm was formulated to rapidly calculate the route diversity index and meanwhile avoid the “overlapping routes” problem. A simple virtual network was used as a numerical example to compare the proposed approach with the vulnerability evaluation approaches based on degree centrality and betweenness centrality. Finally, the proposed approach was applied to the MPTN of Beijing to explain its effectiveness and potential applications. The results show that the proposed method can efficaciously estimate vulnerable nodes compared with degree centrality and betweenness centrality. Meanwhile, the acceptable routes between any OD pairs in the MPTN are 1–10 according to the constrained parameter. In addition, the average number of acceptable routes between OD pairs of Beijing MPTN is 3.649. By ranking the stations according to their vulnerability, it can be found that the top 5 vulnerable stations are all external traffic hubs or the stations around famous commercial areas. The results suggest that these stations are significant for external transport as well as crucial for internal urban transportation systems. The research output could contribute to the MPTN management in accident prevention and emergency handling.

Abstract Image

基于路线多样性的多式公共交通网络站点脆弱性估算方法
多式联运公共交通网络(MPTN)在缓解大都市区道路交通压力方面发挥着重要作用。然而,发生在单个车站的事故所造成的影响可能不仅会破坏车站本身或途经车站的单条线路,还会波及整个网络。因此,识别易受影响的车站对于改进 MPTN 管理以防范事故造成的系统性风险至关重要。本文基于复杂网络理论,提出了一种基于线路多样性的方法来衡量 MPTN 中车站的脆弱性。在构建乘客可接受路线集时,建立了路线约束参数以反映旅行时间限制。此外,还制定了一种算法来快速计算路线多样性指数,同时避免 "路线重叠 "问题。以一个简单的虚拟网络为例,比较了所提出的方法与基于度中心性和度间中心性的脆弱性评估方法。最后,将提出的方法应用于北京的 MPTN,以解释其有效性和潜在应用。结果表明,与度中心性和间度中心性相比,所提出的方法能有效地估计易受攻击的节点。同时,根据约束参数,MPTN 中任意 OD 对之间的可接受路由为 1-10。此外,北京 MPTN 的 OD 对之间的平均可接受路由数为 3.649。根据车站的易损性进行排序,可以发现易损性排名前 5 位的车站均为对外交通枢纽或著名商业区周边的车站。结果表明,这些车站不仅对对外交通意义重大,对城市内部交通系统也至关重要。该研究成果可在事故预防和应急处理方面为 MPTN 管理做出贡献。
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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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