使用考虑交通流弹性的双流体模型估算道路服务质量

IF 2 4区 工程技术 Q2 ENGINEERING, CIVIL Journal of Advanced Transportation Pub Date : 2024-11-11 DOI:10.1155/2024/6821286
Mingyang Song, Jianjun Wang, Rui Li, Washington Y. Ochieng
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引用次数: 0

摘要

在城市道路网络中,交通流本身缓解外部干扰造成的拥堵的能力被忽视了。本研究采用双流体模型模拟介观交通流,重点研究城市道路网络在正常干扰下的弹性。根据刚性材料的失效变形过程,引入了三个弹性指数--弹性、弹性过渡和弹性。考虑到公交运营和临时路障对交通流量和服务质量的影响,这些指数被用来修改双流体模型的参数。采用隐马尔可夫模型(HMM)预测服务质量转换(优秀、良好和及格),并使用宣城的动态卡口交通数据和中国西安的视频记录进行验证。结果证实,不同时间和地点的恢复能力差异很大,高峰时段和密集城区的恢复能力较低,更容易受到干扰。研究发现,公交车排队会降低服务质量,暴雨比施工区的影响更严重。这项研究有助于提高城市路网的管理效率。
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Estimation of Road Service Quality Using the Two-Fluid Model Considering the Resilience of Traffic Flow

In an urban road network, the ability of the traffic flow itself to alleviate congestion caused by external disruptions is overlooked. This study applied the two-fluid model to simulate mesoscopic traffic flow, focusing on the resilience of urban road networks under normal disturbances. Three resilience indices—plasticity, transition of elasticity, and elasticity—were introduced based on the failure deformation process of rigid materials. These indices were used to modify the two-fluid model’s parameters, considering the effects of bus operations and temporary roadblocks on traffic flow and service quality. A hidden Markov model (HMM) was employed to predict service quality transitions (distinction, merit, and pass), with validation using dynamic bayonet traffic data from Xuancheng and video recordings from Xi’an, China. The results confirmed that resilience varies significantly across different times and locations, with peak hours and dense urban areas exhibiting lower resilience and higher susceptibility to disruptions. Bus queuing was found to degrade service quality, and rainstorms had a more severe impact than construction zones. The study can aid in the development of management efficiency of urban road networks.

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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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