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Bus driver deceleration behavior modeling at intersections using multi-source on-board sensor data 基于多源车载传感器数据的交叉口公交司机减速行为建模
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2025-01-01 Epub Date: 2025-05-27 DOI: 10.1016/j.jpubtr.2025.100123
Yancheng Ling , Zhenliang Ma , Yuchen Song , Qi Zhang , Xiaoxiong Weng , Xiaolei Ma
Understanding the impact of various factors on bus deceleration behavior at intersections has important implications for bus operations control, management, and safety. This paper develops a multiple linear regression model to analyze the factors influencing bus driver deceleration (a proxy of safe driving state) at intersections using data from multiple sources, including the on-board closed-circuit television (CCTV), the advanced driver assistance system (ADAS), the bus controller area network (CAN), the bus operation, and the driver profile data. We develop a comprehensive model data extraction framework and corresponding methods to effectively estimate/calculate the bus deceleration rate (dependent variable) and its influencing factors (independent variables). We explored the factors impact on bus deceleration behavior at intersections using data from a typical bus route in China. The results highlight significant factors, including driver characteristics (age), en-route and intersection approaching driving states (trip delay, turnaround time, driving direction, and approaching speed), intersection characteristics (types, the number of lanes, zebra crossing, divider, bus lanes, right turn lanes, the stop location) and traffic conditions (surrounding vehicles). Generally, drivers with younger ages (having short reaction times) and driving with psychological anticipation of complex situations (from surrounding vehicles and pedestrians or unsignalized intersections) tend to decelerate more smoothly. The agencies may enhance safe bus driving behavior by allowing enough turnaround time in timetabling, recommending intersection approaching speed, and providing tailored ADAS system alarms (rather than flooding all alerts). Also, the planning of bus infrastructures (e.g., dedicated lanes and stop locations) should be properly evaluated considering their soft contribution to safe driving behaviors at intersections.
了解各种因素对交叉口公共汽车减速行为的影响对公共汽车运行控制、管理和安全具有重要意义。本文利用车载闭路电视(CCTV)、高级驾驶员辅助系统(ADAS)、公交车控制器局域网(CAN)、公交车运行和司机个人资料等数据,建立了一个多元线性回归模型,分析了影响交叉口公交车司机减速(安全驾驶状态的一种代表)的因素。我们开发了一个全面的模型数据提取框架和相应的方法来有效地估计/计算公交车减速率(因变量)及其影响因素(自变量)。本文利用中国典型公交线路的数据,探讨了影响交叉口公交减速行为的因素。结果突出了显著因素,包括驾驶员特征(年龄)、路线和交叉口接近驾驶状态(行程延迟、转弯时间、行驶方向和接近速度)、交叉口特征(类型、车道数、斑马线、分隔线、公交车道、右转弯车道、停车位置)和交通状况(周围车辆)。一般来说,年龄较小(反应时间较短)和对复杂情况(从周围车辆和行人或无信号路口)有心理预期的司机往往减速更平稳。这些机构可以通过在时间表上允许足够的周转期,建议路口接近速度,以及提供定制的ADAS系统警报(而不是淹没所有警报)来提高公共汽车的安全驾驶行为。此外,考虑到公共汽车基础设施(如专用车道和停车点)对十字路口安全驾驶行为的软贡献,应该对其规划进行适当的评估。
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引用次数: 0
Measuring the operational impacts of a new Bus Rapid Transit (BRT) in Montreal, Canada 测量加拿大蒙特利尔新的快速公交系统(BRT)的运营影响
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2025-01-01 Epub Date: 2025-09-26 DOI: 10.1016/j.jpubtr.2025.100139
Thiago Carvalho , Ahmed El-Geneidy
Recent research on Bus Rapid Transit (BRT) systems has mostly focused on ridership forecasting and scheduled travel time gains, with little empirical evidence on potential operational improvements. This study examines the short-term impacts of implementing a new BRT corridor in Montreal, Canada, on key bus performance indicators: running time, running time deviation, and headway deviation. Using Automatic Vehicle Location (AVL) and Automated Passenger Count (APC) data from 2022 to 2023, we compare the performance of the BRT to a parallel local bus route operating along the same corridor, before and after the BRT implementation. Our findings indicate that the BRT significantly reduced trip durations (about four minutes on average) primarily due to infrastructure features such as dedicated lanes and all-door boarding policy. The local route experienced modest running time improvements post-BRT, suggesting potential corridor-wide benefits. However, run time deviation was significantly higher for the BRT, particularly during peak periods while headway deviation worsened along the corridor compared to pre-BRT conditions. These findings highlight the importance of integrating infrastructure investments with dynamic operational strategies such as real-time dispatching and headway control. It emphasizes the need for schedule calibration following implementation to ensure that planned service aligns with actual performance. These findings offer practical insights for transit agencies planning or managing BRT systems.
最近关于快速公交(BRT)系统的研究主要集中在乘客预测和计划旅行时间的增加上,很少有关于潜在运营改进的经验证据。本研究考察了在加拿大蒙特利尔实施新的快速公交走廊对关键公交性能指标的短期影响:运行时间、运行时间偏差和车头偏差。利用2022年至2023年的自动车辆定位(AVL)和自动乘客计数(APC)数据,我们将BRT的性能与沿同一走廊运行的平行本地公交路线进行了比较,前后BRT实施。我们的研究结果表明,BRT显著缩短了行程时间(平均约4分钟),这主要是由于基础设施的特点,如专用车道和全门登机政策。brt后,本地路线的运行时间略有改善,这表明整个走廊都有潜在的好处。然而,BRT的运行时间偏差明显更高,特别是在高峰时段,而与BRT之前的情况相比,走廊沿线的车头时距偏差更严重。这些发现强调了将基础设施投资与实时调度和车头距控制等动态运营策略相结合的重要性。它强调需要在实施之后进行计划校准,以确保计划的服务与实际性能保持一致。这些发现为规划或管理BRT系统的运输机构提供了实用的见解。
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引用次数: 0
Incorporating multimodality and access modal shares in transit station typology based on the node-place model and machine learning: A case study of Chukyo metropolitan area in Japan 基于节点地点模型和机器学习的公交车站类型中融合多模式和访问模式共享:以日本中京大都市区为例
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2025-01-01 Epub Date: 2025-11-18 DOI: 10.1016/j.jpubtr.2025.100144
Hyundo Kang , Tomio Miwa
This study aims to develop a typology framework for evaluating stations by incorporating multimodal accessibility, multidimensional features, and interpretability using first-mile access patterns. We conducted an exploratory factor analysis on 45 indicators for the 394 stations in the Chukyo Metropolitan Area (CMA) and identified six factors: local place, accessibility, multimodal place, rail node, morphology, and demographics. Six types were subsequently derived using hierarchical clustering, and the stations were evaluated based on the node-place model. We then interpreted and compared station-level feature importance for access modal shares across clusters using Shapley values for Gradient Boosting Decision Tree (GBDT) models. The first main finding was that station areas are supported by expanded catchments beyond walking, with bicycle catchments significantly influencing access modes. Second, a multidimensional and specific approach suggested the potential to advance the previous node-place model framework. Third, the active modes and private vehicles shared a macro-level alignment, but revealed conflicting tendencies with respect to access modes. Fourth, active transit accessibility and number of residents within bicycle catchments showed different nonlinear patterns in relation to access modes, which further varied across clusters. Finally, intersection density tended to discourage private-vehicle access at the macro level, although this was not consistent with the cluster hierarchy. This study is expected to advance station typology research and serve as a useful tool for integrated land use and transport planning.
本研究旨在通过结合多模式可达性、多维特征和使用第一英里访问模式的可解释性,开发一个类型学框架来评估站点。本文对中京都市圈394个车站的45个指标进行了探索性因子分析,确定了6个因子:地方、可达性、多式联运地、轨道节点、形态和人口特征。采用分层聚类方法得到6种类型的站点,并基于节点-地点模型对站点进行评价。然后,我们使用梯度提升决策树(GBDT)模型的Shapley值解释并比较了跨集群访问模式共享的站级特征重要性。第一个主要发现是,除了步行之外,车站区域得到了扩展的集水区的支持,自行车集水区显著影响了通行方式。其次,一种多维的、具体的方法表明有可能推进以前的节点-地点模型框架。③主动式模式与私家车在宏观层面上保持一致,但在接入方式上呈现冲突趋势;(4)自行车集水区内的主动交通可达性和居民数量随出行方式的变化呈现出不同的非线性模式,且在不同集群间存在差异。最后,在宏观层面上,交叉口密度倾向于阻碍私家车进入,尽管这与集群层次不一致。本研究可望推动车站类型学研究,并为综合土地利用和交通规划提供有用的工具。
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引用次数: 0
Enhancing social acceptance of women’s mobility for equitable transport: Behavioural theories driven approach 提高社会对妇女流动的接受度以促进公平的交通:行为理论驱动的方法
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-12-05 DOI: 10.1016/j.jpubtr.2024.100109
Muhammad Ashraf Javid , Nazam Ali , Muhammad Abdullah , Ryan Cheuk Pong Wong
Women’s mobility is hindered by socio-cultural norms, especially in developing countries, which limits their choices and opportunities for education and employment. This study aims to investigate social acceptance of women’s mobility and promote equitable transport services for women in Pakistan. A survey questionnaire was developed, incorporating the concepts of the Theory of Planned Behaviour and Norm Activation Model, and was administrated online for data collection. A total of 478 responses were gathered and analysed utilizing the multivariate Structural Equation Modelling technique. The model results reveal that attitudes, subjective norms, and personal norms, are significant determinants of the social acceptance of women’s mobility. While perceived behavioural control does not emerge as a significant predictor of the social acceptance, it is a significant positive predictor in influencing perceived transport policies, which play a mediating role. Road users’ awareness and sense of responsibility are important in enhancing women’s mobility by improving their security and reducing harassment on roads and public transport. Society's confidence and social support for independent women travellers, as well as acceptance of women as drivers, are vital in improving their access to schools and workplaces. Other supportive transport policies, including preferred parking, dedicated facilities, and specialized carpooling programs, are recommended. The outcomes of this study hold significant implications for transport planners and decision-makers, offering valuable insights for the provision of equitable transport services for women.
妇女的流动受到社会文化规范的阻碍,特别是在发展中国家,这些规范限制了她们的选择和教育和就业机会。本研究旨在调查巴基斯坦社会对妇女流动性的接受程度,并促进妇女获得公平的交通服务。结合计划行为理论和规范激活模型的概念,开发了一份调查问卷,并在线管理以收集数据。利用多元结构方程建模技术,共收集和分析了478份回复。模型结果表明,态度、主观规范和个人规范是社会接受妇女流动的重要决定因素。虽然感知行为控制并不是社会接受度的重要预测因素,但它是影响感知交通政策的重要正向预测因素,而感知交通政策起着中介作用。道路使用者的意识和责任感对于提高妇女的机动性非常重要,可以改善她们的安全,减少道路和公共交通上的骚扰。社会对独立女性旅行者的信任和社会支持,以及对女性司机的接受,对于改善她们上学和上班的机会至关重要。建议采取其他支持性交通政策,包括优先停车、专用设施和专门的拼车计划。这项研究的结果对交通规划者和决策者具有重要意义,为为妇女提供公平的交通服务提供了宝贵的见解。
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引用次数: 0
Exploring the effects of cooperative adaptive cruise control-based transit bus operation on signalized corridors 探索基于自适应巡航控制的公交巴士在信号灯控制的走廊上协同运行的效果
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-04-09 DOI: 10.1016/j.jpubtr.2024.100088
Xu Wang, Di Yu, Bingbing Xue, Fei Ma, Rongjian Dai

The world’s transportation system is overburdened by ever-growing travel demand, which brings mobility, safety, and pollution problems. To combat these issues and make better use of existing road capacity on urban arterials, public transit buses are designed to carry more people in fewer vehicles. However, transit buses travel slowly and make frequent intermittent stops, resulting in unreliable travel times and inconvenient riding experiences; this hinders people from choosing to travel on public transit buses. However, a research gap exists in using connected and automated vehicle (CAV) technologies specifically for transit bus operation optimization. To bridge this gap, the present study extended CAV applications to transit bus operation and developed a transit bus control method based on cooperative adaptive cruise control (CACC). The proposed model first optimized bus segment speeds to minimize schedule deviations and fuel consumption. Then, a CACC algorithm was integrated with optimal segment speed. The proposed control method was implemented through micro-simulations of an actual corridor in Jinan, Shandong, China. The evaluation results indicate that the proposed control method reduced the total arrival deviation up to 65.1% and total fuel consumption up to 6.8%. The study adapts CAV technologies to transit bus operation. The findings in this study validate CAV applications in transit bus operation.

日益增长的出行需求使世界交通系统不堪重负,带来了流动性、安全性和污染问题。为了解决这些问题,并更好地利用城市干道上现有的道路容量,公共交通巴士被设计为以更少的车辆运载更多的乘客。然而,公交车行驶速度缓慢,停靠站点时断时续,导致行驶时间不可靠,乘车体验不方便,这阻碍了人们选择乘坐公交车出行。然而,在将车联网和自动驾驶汽车(CAV)技术专门用于公交巴士运营优化方面还存在研究空白。为了弥补这一差距,本研究将 CAV 应用扩展到公交巴士运营,并开发了一种基于协同自适应巡航控制(CACC)的公交巴士控制方法。所提出的模型首先优化了公交车段速度,以最大限度地减少班次偏差和燃油消耗。然后,将 CACC 算法与最佳分段速度相结合。通过对中国山东济南的实际走廊进行微观模拟,实现了所提出的控制方法。评估结果表明,所提出的控制方法使总到达偏差降低了 65.1%,总油耗降低了 6.8%。该研究将 CAV 技术应用于公交运营。研究结果验证了 CAV 在公交车运营中的应用。
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引用次数: 0
Simulating the effect of strategies to increase transit ridership by reallocating bus service: Two case studies 模拟通过重新分配公交服务来增加公交乘客量的战略效果:两个案例研究
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-01-05 DOI: 10.1016/j.jpubtr.2023.100080
Gregory D. Erhardt , Vedant S. Goyal , Josephine Kressner , Simon J. Berrebi , Candace Brakewood , Kari E. Watkins

We evaluate three strategies that transit operators might consider to increase ridership: a) increasing service on bus routes serving the highest share of low-income riders, b) increasing service on those bus routes with the highest ridership, and c) further providing the high-ridership routes identified in strategy (b) with exclusive bus lanes. In each scenario, we double the service frequency of buses on the focus routes and reduce the frequency on all other routes to maintain the total vehicle revenue miles, making the changes roughly cost-neutral. We tested these scenarios for Oshkosh, Wisconsin, and Atlanta, Georgia, using a modeling framework that combines CityCast, a commercially available data-driven planning tool to replicate observed travel patterns, and MATSim to simulate how travelers would change the route, mode, and time-of-day of the trips they make in response to the service changes. The results show substantial ridership gains for all but one scenario, suggesting that these strategies may provide a promising, low-cost means of increasing transit ridership in some contexts. However, impacts varied across the two case studies, indicating that local conditions play a role.

我们评估了公交运营商为增加乘客量而可能考虑的三种策略:a) 增加低收入乘客比例最高的公交线路的服务;b) 增加乘客量最高的公交线路的服务;c) 进一步为策略(b)中确定的高乘客量线路提供公交专用道。在每种方案中,我们都会将重点线路上的公交车服务频率增加一倍,并减少所有其他线路上的频率,以维持车辆总收入里程,从而使这些变化大致不增加成本。我们在威斯康星州奥什科什市和佐治亚州亚特兰大市测试了这些方案,使用的建模框架结合了 CityCast(一种商用数据驱动规划工具,用于复制观察到的出行模式)和 MATSim(模拟乘客如何根据服务变化改变出行路线、方式和时间)。结果显示,除一种方案外,其他方案的乘客量都有大幅增加,这表明这些策略在某些情况下可能是增加公交乘客量的一种有前景、低成本的方法。然而,两个案例研究的影响各不相同,这表明当地条件在其中发挥了作用。
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引用次数: 0
Multi-objective optimization of demand responsive transit operations based on dynamic passenger requests using maximum time delay rate 利用最大时延率对基于动态乘客请求的需求响应型公交运营进行多目标优化
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-10-18 DOI: 10.1016/j.jpubtr.2024.100108
Sang-Wook Han , Sedong Moon , Dong-Kyu Kim
Demand-responsive transit (DRT) offers on-demand service for comfortable and convenient trips. Despite these advantages, efficient DRT operation requires addressing several considerations. This study resolves the conflict between passengers wanting quick travel and operators seeking maximum revenue by formulating a multi-objective mixed-integer nonlinear programming model (MINLP) to maximize revenue and minimize total travel time. Additionally, DRT operators should balance the benefits of accepted passengers, concerned about increased travel time from new passengers, and requesting passengers who intend to use DRT. To address this, unlike previous studies with fixed time windows, this study introduces the maximum time delay rate (MTR), setting a proportional threshold for each accepted passenger's travel time based on their scheduled travel time, incorporating behavioral economics principles. In this view, the utility of increased or decreased time varies according to the scheduled travel time, considered a sunk cost. When the increased travel time from a new request is within the allowable range, the request is accepted, then the passenger decides whether to choose DRT over other modes. We apply our methodology to dy namic passenger requests generated from taxi data in Incheon, South Korea. For each combination of operational parameters of DRT, we plot a Pareto optimal set of revenue and total travel time. The results demonstrate the substantial influence of MTR and minimum fare distance on passenger numbers and travel time in DRT operations. This study's methodology and results help DRT operators and the public find desirable operation strategies.
需求响应式公共交通(DRT)提供按需服务,出行舒适方便。尽管有这些优势,但高效的 DRT 运营需要考虑多个因素。本研究通过制定一个多目标混合整数非线性编程模型(MINLP),解决了乘客希望快速出行与运营商追求最大收益之间的矛盾,从而实现收益最大化和总出行时间最小化。此外,DRT 运营商应平衡已接受的乘客(担心新乘客增加旅行时间)和打算使用 DRT 的乘客的利益。为解决这一问题,与以往使用固定时间窗口的研究不同,本研究引入了最大时间延误率(MTR),根据每位已接受乘客的预定旅行时间,结合行为经济学原理,为其旅行时间设定一个比例阈值。在这种观点中,时间增加或减少的效用随预定旅行时间的变化而变化,被视为一种沉没成本。当新请求增加的旅行时间在允许范围内时,该请求被接受,然后乘客决定是否选择 DRT 而不是其他方式。我们将这一方法应用于韩国仁川出租车数据生成的动态乘客请求。对于 DRT 的每种运营参数组合,我们都绘制了收入和总旅行时间的帕累托最优集。结果表明,地铁和最低票价距离对 DRT 运营中的乘客数量和旅行时间有很大影响。这项研究的方法和结果有助于 DRT 运营商和公众找到理想的运营策略。
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引用次数: 0
The potential of combining passenger rail with freight: A New York City case study 客运铁路与货运相结合的潜力:纽约市案例研究
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-06-18 DOI: 10.1016/j.jpubtr.2024.100093
Pouria Bacher , Jacqueline M. Klopp , Martina Ortbauer , Maximilian Lackner

Utilizing passenger rail, including subways, to transport goods can have advantages over trucking in terms of efficiency and emissions. While some experimentation is ongoing in this area, combined passenger and rail opportunities in specific cities merit further attention. To more concretely examine how to leverage passenger rail for freight, this paper explores the potential of utilizing unused capacity in New York City (NYC) subway trains for transporting goods. Using General Transit Feed Specification (GTFS), rail and passenger data for the NYC subway, we found ways to use excess capacity and existing rail lines for freight transportation. We visualized a freight train timetable and graph, analyzed meet-errors between freight and passenger trains, and formulated prevention policies. Using U.S. Environmental Protection Agency data, we estimated emission reductions from replacing trucks with unused subway capacity. Our findings suggest that with adequate policies, investments and redesign, combining passenger rai and freight in the subways could significantly reduce truck trips, traffic congestion, and greenhouse gas emissions compared to trucking alone. However, implementing this approach requires careful collaborative planning, investment, enhanced security screening, and streamlined operations to minimize impacts on passenger transport. Further efforts should explore in more depth the costs and benefits and practical design and policy issues around using excess passenger rail capacity for freight transport in NYC and other cities.

与卡车运输相比,利用客运铁路(包括地铁)运输货物在效率和排放方面都有优势。虽然这一领域正在进行一些试验,但特定城市的客运与铁路相结合的机会值得进一步关注。为了更具体地研究如何利用客运铁路运输货物,本文探讨了利用纽约市(NYC)地铁列车闲置运力运输货物的潜力。我们利用纽约市地铁的通用运输供给规范(GTFS)、铁路和乘客数据,找到了利用过剩运力和现有铁路线进行货运的方法。我们将货运列车时刻表和图表可视化,分析了货运列车和客运列车之间的相遇事故,并制定了预防政策。利用美国环境保护署的数据,我们估算了利用地铁闲置运力替代卡车的减排量。我们的研究结果表明,通过适当的政策、投资和重新设计,地铁客运和货运的结合可以大大减少卡车的出行量,缓解交通拥堵,并减少温室气体排放。然而,实施这种方法需要谨慎的合作规划、投资、加强安全检查和简化运营,以尽量减少对客运的影响。在纽约市和其他城市,应进一步深入探讨利用过剩的客运铁路运输能力进行货运的成本和效益以及实际设计和政策问题。
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引用次数: 0
The crucial role of motorcycle-based ride-hailing among commuters: The case of Jakarta and Bandung in metropolitan areas 以摩托车为载体的叫车服务在通勤者中的关键作用:雅加达和万隆大都市区的案例
IF 12.2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-03-01 DOI: 10.1016/j.jpubtr.2024.100082
Adiwan Fahlan Aritenang

In Indonesia, issues in the metropolitan transportation sector are considered severe. For instance, peripheral districts in the Jakarta metropolitan area (JMA), such as Bogor, Depok, Tangerang and Bekasi, contribute to the high mobility rate within the metropolitan area. This article examines the extent of motorcycle-based ride-hailing for commuting in the JMA and Bandung metropolitan areas (BMA). In particular, this study explores ride-hailing users’ characteristics—social, economic and spatial—and their proportion to the total commuter mobility in a metropolitan area. The study employed descriptive statistical models using commuter data in the JMA and BMA, respectively. Our results indicate that young and lower-income commuters are the dominant users of ride-hailing services. As motorcycle taxi services are relatively cheaper and accessible, young and lower-income commuters, including informal workers, prefer ride-hailing services. The study also suggests the impact of the intensification of inter-peri-urban mobilities of post-suburbanisation on the increasing demand for ride-hailing. In this sense, the study proposes that the long-overdue strengthening of metropolitan-scale governance is urgently required. It is also crucial for metropolitan governments to issue appropriate inter-district public transportation policies and engage in development.

在印度尼西亚,大都市交通部门的问题十分严重。例如,雅加达大都市区(JMA)的外围地区,如茂物、德波、丹岗和勿加西等,造成了大都市区内的高流动率。本文探讨了雅加达大都市区和万隆大都市区(BMA)以摩托车为载客工具的通勤程度。特别是,本研究探讨了打车用户的特征--社会、经济和空间特征--以及他们在大都市区通勤总人口中所占的比例。研究分别使用了日本首都圈和孟买首都圈的通勤数据,采用了描述性统计模型。研究结果表明,年轻人和低收入通勤者是打车服务的主要用户。由于摩托车出租车服务相对便宜且方便,包括非正规工人在内的年轻和低收入通勤者更青睐打车服务。研究还表明,后城市化时代城市间流动的加剧对打车服务需求的增长产生了影响。从这个意义上说,研究提出迫切需要加强早该加强的大都市规模的治理。大都市政府出台适当的跨区公共交通政策并参与发展也至关重要。
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引用次数: 0
Assessing contributions of passenger groups to public transportation crowding 评估乘客群体对公共交通拥挤的影响
IF 2 4区 工程技术 Q3 TRANSPORTATION Pub Date : 2024-01-01 Epub Date: 2024-11-15 DOI: 10.1016/j.jpubtr.2024.100110
Anastasios Skoufas , Matej Cebecauer , Wilco Burghout , Erik Jenelius , Oded Cats
On-board crowding in public transportation has a significant impact on passengers' travel experience. However, there is little knowledge of how different passenger groups contribute to on-board crowding. Empirical knowledge of specific passenger groups' impact on the system facilitates more effective tuning of policy instruments such as new fare structures, dedicated public transportation services, infrastructure investments, and capacity provision. We propose a method to capture the crowding contributions from selected passenger groups by means of smart card data analytics. Two crowding contribution metrics at the passenger journey level are proposed: (1) time-weighted contribution to load factor and (2) maximum contribution to load factor. We apply the proposed method to the multimodal public transportation system of Region Stockholm, Sweden. We demonstrate the method for two groups: school students, and passengers traversing Stockholm's inner city. Our findings indicate that school students and passengers traversing the inner city have similar crowding contributions, utilizing 15 % and 11 % of the seating capacity across all modes during the AM and the PM peak, respectively. The commuter rail network, as well as some of the areas neighboring it, experience on average more than 70 % and 90 % utilization of their seating capacity during the AM peak, by school students and passengers traversing the inner city, respectively.
公共交通的车内拥挤对乘客的旅行体验有很大影响。然而,人们对不同乘客群体如何造成车内拥挤却知之甚少。对特定乘客群体对系统影响的经验性了解有助于更有效地调整政策工具,如新的票价结构、专门的公共交通服务、基础设施投资和运力供应。我们提出了一种方法,通过智能卡数据分析来捕捉特定乘客群体对拥挤的贡献。我们提出了两个乘客行程层面的拥挤贡献指标:(1) 对载客率的时间加权贡献和 (2) 对载客率的最大贡献。我们将提出的方法应用于瑞典斯德哥尔摩地区的多式联运公共交通系统。我们为两类人群演示了该方法:在校学生和穿越斯德哥尔摩内城的乘客。我们的研究结果表明,学生和穿越内城的乘客对拥挤的贡献率相似,在上午和下午的高峰时段,他们分别占用了所有交通工具座位数的 15% 和 11%。通勤铁路网及其周边的一些地区,在上午高峰时段,学生和穿越内城的乘客对其座位容量的利用率平均分别超过 70% 和 90%。
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Journal of Public Transportation
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