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Using artificial intelligence to derive a public transit risk index 利用人工智能得出公共交通风险指数
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100009
Raj Bridgelall

A terrorist attack on the public transportation system of a city can cripple its economy. Uninformed investments in countermeasures may result in a waste of resources if the risk is negligible. However, risks are difficult to quantify in an objective manner because of uncertainties, speculations, and subjective assumptions. This study contributes a probabilistic model, validated by ten different machine learning methods applied to the fusion of six heterogeneous datasets, to objectively quantify risks at different jurisdictional scales. The risk index is purposefully simple to quickly inform a proportional prioritization of resources to make fair investment decisions that stakeholders can easily understand, and to guide policy formulation. The main finding is that the risk indices among public transit jurisdictions in the United States distribute normally. This result enables agencies to evaluate the quality of their risk index calculations by detecting an outlier or a large deviation from the expected value.

恐怖分子袭击一个城市的公共交通系统会使其经济瘫痪。如果风险可以忽略不计,对对策的不知情投资可能导致资源浪费。然而,由于不确定性、推测和主观假设,风险很难以客观的方式量化。本研究提供了一个概率模型,通过十种不同的机器学习方法应用于六个异构数据集的融合来验证,以客观地量化不同管辖范围的风险。风险指数故意简单,以便快速告知资源的比例优先级,以做出利益相关者易于理解的公平投资决策,并指导政策制定。主要发现是美国公共交通辖区的风险指数分布正常。这一结果使各机构能够通过检测异常值或与期望值的较大偏差来评估其风险指数计算的质量。
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引用次数: 2
Acceptance of driverless shuttles in pilot and non-pilot cities 在试点城市和非试点城市接受无人驾驶班车
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100018
Zhiqiu Jiang, Max Zheng, Andrew Mondschein

Recently some US cities have launched pilot driverless shuttle programs, testing driverless shuttles on their roads. Using data collected in April 2020 from respondents in eight US cities, four with pilot driverless shuttle programs and four non-pilot control cities, we investigate the factors associated with residents’ attitudes towards driverless shuttles. We use confirmatory factor analysis to construct four latent variables representing respondent attitudes: safety confidence, software security concerns, technology familiarity and interest, and preference for human control. Then, we estimate levels of adoption using a structural equation model-based multigroup analysis. We find that individuals in pilot cities not only demonstrate greater acceptance of driverless shuttle programs but also have different determinants of acceptance compared with those in non-pilot cities. Notably, the effects of local transit access on driverless shuttle acceptance vary between pilot and non-pilot cities. These findings provide early insight into how driverless shuttles may be accepted by the broader population and what factors may influence the effectiveness of driverless shuttles as public transportation over the long term.

最近,美国一些城市启动了无人驾驶班车试点项目,在他们的道路上测试无人驾驶班车。我们利用2020年4月从8个美国城市、4个试点无人驾驶班车项目和4个非试点对照城市的受访者中收集的数据,调查了与居民对无人驾驶班车态度相关的因素。我们使用验证性因子分析来构建代表受访者态度的四个潜在变量:安全信心,软件安全问题,技术熟悉度和兴趣,以及对人类控制的偏好。然后,我们使用基于结构方程模型的多组分析来估计采用水平。我们发现,与非试点城市相比,试点城市的个人不仅对无人驾驶班车项目表现出更大的接受度,而且接受度的决定因素也有所不同。值得注意的是,在试点城市和非试点城市之间,当地交通通道对无人驾驶班车接受度的影响存在差异。这些发现为无人驾驶班车如何被更广泛的人群接受以及哪些因素可能影响无人驾驶班车作为长期公共交通工具的有效性提供了早期的见解。
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引用次数: 1
Transit Blues in the Golden State: Regional transit ridership trends in California 金州的交通蓝调:加州区域交通乘客趋势
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100030
Jacob L. Wasserman , Brian D. Taylor

Public investment in transit increased following the Great Recession, yet transit use nationally mostly fell, even prior to the 2020 pandemic. We investigate this troubling disjuncture by comparing transit ridership trends during the 2010s in two of America’s largest regions: Greater Los Angeles and the San Francisco Bay Area. While both California regions lost transit riders, we see substantial differences in the scale, timing, geography, and modes of these declines. In the LA area, ridership fell longer and further, spread more across routes, times, and sub-regions and concentrated on the region’s dominant operator. In both regions, increasing auto access appears to have played a central role, albeit in different ways. Greater LA saw increased automobile ownership, particularly among high-propensity transit riders. In the Bay Area, as jobs and housing have dispersed, ridehail services like Lyft and Uber may have eroded non-commute transit use.

大衰退之后,公共交通投资有所增加,但即使在2020年大流行之前,全国的公共交通使用量也大多下降。我们通过比较2010年代美国两个最大地区:大洛杉矶和旧金山湾区的交通客流量趋势,来调查这种令人不安的脱节。虽然加州的两个地区都失去了公交乘客,但我们看到这些下降在规模、时间、地理和模式上存在巨大差异。在洛杉矶地区,客流量下降的时间更长,幅度更大,更多地分布在不同的路线、时间和子地区,并集中在该地区占主导地位的运营商。在这两个地区,增加汽车通行似乎发挥了核心作用,尽管方式不同。大洛杉矶地区的汽车拥有量有所增加,尤其是在高倾向的公交乘客中。在旧金山湾区,随着工作和住房的分散,Lyft和优步等叫车服务可能侵蚀了非通勤交通的使用。
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引用次数: 2
Connecting with transit: Using connectivity to align and schedule transit service 连接运输:使用连接来调整和安排运输服务
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100012
Benjamin Etgen

Transit service can be aligned and scheduled to allow passengers to transfer between routes that arrive together and provide the opportunity to connect. In modular networks, timed-connections at every intersection of routes are independent of frequency and do not require additional schedule time. Recovery time to accommodate variable traffic levels and transit speeds can be added as needed. Routes can be aligned over an incomplete grid of roads or provide additional transit capacity between major destinations. Routes with lower ridership can be scheduled with lower frequency of service. Portions of the same route can be served with different frequencies. A central grid of routes can branch as radial suburban routes. Modular networks can be applied to the constantly changing headways between faster, rapid buses and slower, local buses. In each case, timed-connections allow passengers to transfer between routes without delay.

交通服务可以调整和安排,允许乘客在一起到达的路线之间换乘,并提供转机的机会。在模块化网络中,每个路线交叉口的定时连接与频率无关,不需要额外的调度时间。可以根据需要增加恢复时间,以适应不同的交通水平和运输速度。路线可以排列在不完整的道路网格上,或者在主要目的地之间提供额外的过境能力。客流量较低的路线可以安排较低的服务频率。同一路线的某些部分可以用不同的频率提供服务。路线的中心网格可以分支成径向郊区路线。模块化网络可以应用于快速公交车和慢速本地公交车之间不断变化的行驶路线。在每一种情况下,定时连接都允许乘客在路线之间无延误地换乘。
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引用次数: 0
Cross-checking automated passenger counts for ridership analysis 交叉核对自动统计的客流量分析
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.5038/2375-0901.23.2.5
Simon J. Berrebi, Sanskruti Joshi, Kari E. Watkins

Due to concerns about data quality, Automated Passenger Counting technology has rarely been used to analyze local ridership trends. This paper presents a novel framework to test the consistency and completeness of automated passenger count (APC) data in four cities. Weekday APC data are aggregated at the system level and compared with the National Transit Database between 2012 and 2018. In all four agencies, passenger counts closely follow the fluctuations observed in the national transit database. There is, however, a slight drift in two of the four agencies, possibly due to the diverging trends between weekday and weekend ridership. At the stop-level, missing and duplicate vehicle-trips are identified using schedule data from the General Transit Feed Specification. Missing and duplicate trips only concern a small proportion of stops, which can be eliminated using the proposed method. Overall, this research leads the way towards the analysis of factors affecting ridership on a tight spatial and temporal scale.

由于对数据质量的担忧,自动乘客计数技术很少被用于分析当地的乘客趋势。本文提出了一个新的框架来检验四个城市的自动乘客计数(APC)数据的一致性和完整性。工作日APC数据在系统层面汇总,并与2012年至2018年的国家交通数据库进行比较。在所有四个机构中,乘客人数与国家过境数据库中观察到的波动密切相关。然而,四家旅行社中有两家的客流量略有波动,这可能是由于工作日和周末客流量的趋势不同。在停车级别,使用通用运输馈送规范中的时间表数据来识别缺失和重复的车辆行程。遗漏和重复行程只涉及一小部分站点,可以使用所提出的方法消除。总的来说,本研究为在严格的时空尺度上分析影响客流量的因素开辟了道路。
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引用次数: 0
Driver perceptions on taxi-sharing and dynamic pricing in taxi services: Evidence from Athens, Greece 司机对出租车共享和出租车服务动态定价的看法:来自希腊雅典的证据
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.5038/2375-0901.23.2.4
Christina Milioti , Konstantinos Kepaptsoglou , Konstantinos Kouretas , Eleni I. Vlahogianni

The taxi industry has changed dramatically during the last decade, as ridesourcing applications, ridesharing, and alternative pricing schemes have emerged, either as complementing or competitive services and strategies. After some years of familiarity with such trends, it is interesting to explore where the taxi industry stands with respect to possible service innovations. This paper explores the behavioral patterns of drivers, focusing on issues such as their preferred way of conducting business and their views on introducing taxi-sharing and dynamic pricing. Data collected from a face-to-face survey in Athens, Greece, are exploited and appropriate econometric models are developed for the purposes of the study. The analysis shows that young and/or educated drivers, as well as those who are familiar with new technologies, are more willing to accept innovations in taxi services. Results from a stated choice experiment show that on average 3.5 euros is the extra charge that the taxi market would accept to offer a taxi-sharing service. However, results reveal that the value of taxi-sharing varies across different groups of drivers. Overall, findings indicate that in the years to come, competition by other services (e.g., ridesharing) will force the taxi industry to adopt new models of operation and pricing.

在过去的十年里,出租车行业发生了巨大的变化,拼车应用、拼车和替代定价方案出现了,它们要么是互补的,要么是竞争性的服务和策略。在对这些趋势熟悉了几年之后,探索出租车行业在可能的服务创新方面的立场是很有趣的。本文探讨了司机的行为模式,重点研究了他们对开展业务的偏好方式以及他们对引入出租车共享和动态定价的看法。利用从希腊雅典的面对面调查中收集的数据,并为研究目的开发了适当的计量经济模型。分析显示,年轻和/或受过教育的司机,以及熟悉新技术的司机,更愿意接受出租车服务的创新。一项声明选择实验的结果表明,出租车市场愿意接受提供出租车共享服务的平均3.5欧元的额外费用。然而,结果显示,出租车共享的价值在不同的司机群体中有所不同。总体而言,调查结果显示,在未来几年,其他服务(如拼车)的竞争将迫使出租车行业采用新的运营和定价模式。
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引用次数: 2
Are shelters in place? Mapping the distribution of transit amenities via a bus-stop census of San Francisco 避难所到位了吗?通过对旧金山公交车站的普查绘制交通便利设施的分布图
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100023
Marcel E. Moran

Transit stops serve as crucial components of journeys for riders, but their condition is often left out of equity considerations. Two important empirical questions are what stop amenities, such as places to sit, clear signage, shelters for inclement weather, and unobstructed curbs are present, and how are they distributed across systems, which may reveal neighborhood or route-specific disparities. San Francisco, CA represents an ideal case for which to pursue this question, given it maintains a ‘transit first’ policy directive that mandates public space prioritize transit over private automobiles. An in-person census of 2964 street-level bus stops was conducted over three months, which finds that a majority of stops lack both seating and shelter of any kind, that route signage varies widely in format and legibility, and that roughly one third of all stops are obstructed by on-street parking, rendering them difficult to use and exposing riders to oncoming traffic. Stops in the city’s northern half are more likely to feature seating, shelter, and unobstructed curbs, whereas amenity “coldspots” nearly all lie within the city’s southern half. Stop amenities also vary sharply by bus route, such that routes with the longest headways (and thus waiting times) provide on average the least seating, shelter, and clear curbs. These three amenities – seating, shelter, and unobstructed curbs – are also present to a greater degree in Census tracts with higher shares of white residents. This census demonstrates that equity evaluations of transit must include stop amenities, which are often overlooked, can undermine transit’s attractiveness, and even compound long-standing imbalances in service quality for underserved communities. Furthermore, studies of this kind can inform where amenity upgrades should be prioritized, targeting those areas currently lacking in high-quality stops, and raising the minimum standard of stop amenities overall. Finally, given data collected in this census is almost entirely unavailable to riders within current trip-planning and wayfinding applications, this work raises the possibility of expanding transit-data standards to include amenity details.

公交站点是乘客旅程的重要组成部分,但它们的状况往往没有得到公平考虑。两个重要的经验问题是,是什么阻止了设施的存在,比如坐下的地方、清晰的标志、恶劣天气的庇护所和畅通无阻的路沿,以及它们是如何在系统中分布的,这可能会揭示出社区或特定路线的差异。加州的旧金山是追求这个问题的理想案例,因为它坚持“交通优先”的政策指令,要求公共空间优先考虑交通而不是私家车。在三个多月的时间里,对2964个街道公交车站进行了亲自调查,结果发现,大多数车站既没有座位,也没有任何形式的遮蔽物,路线标志的格式和可读性差异很大,大约三分之一的车站被路边停车所阻碍,使它们难以使用,并使乘客暴露在迎面而来的车辆中。位于城市北半部的站点更有可能以座位、庇护所和畅通无阻的路边为特色,而舒适的“冷点”几乎都位于城市的南半部。车站设施也因公交路线的不同而有很大差异,例如,行驶距离最长(因此等待时间最长)的路线平均提供的座位、遮蔽处和清晰的路缘最少。这三种便利设施——座位、庇护所和畅通无阻的道路——在白人居民比例较高的人口普查区也更为普遍。这次普查表明,对交通的公平评估必须包括停车便利设施,这些设施经常被忽视,可能会破坏交通的吸引力,甚至会加剧长期以来服务质量不平衡的问题。此外,这类研究可以告诉我们应该优先升级哪些地方的便利设施,针对那些目前缺乏高质量站点的地区,并提高站点便利设施的最低标准。最后,鉴于本次普查收集的数据在当前的出行规划和寻路应用程序中几乎完全无法为乘客所用,这项工作提出了扩大交通数据标准以包括便利设施细节的可能性。
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引用次数: 4
Does walkability around feeder bus-stops influence rapid-transit station boardings? 接驳巴士站附近的步行能力是否会影响快速公交车站的上车人数?
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100026
Luis E. Ramos-Santiago

Numerous studies have focused on the potential influence of land-use and built-environment features around rapid-transit stations (e.g. heavy or light rail or bus rapid-transit) as key determinants or mediators of patronage. Many find statistically significant associations, yet their effects are relatively weak as compared to demographic, socio-economic, service quality, and larger-scale network accessibility factors. Yet most studies have ignored areas surrounding stops on bus lines that feed into rapid-transit stations. This study examines Los Angeles’s multimodal transit network to understand how walkability around feeder bus-stops might affect boardings at LA Metro’s rapid-transit stations. A multilevel generalized linear model is implemented and fitted with bus-stop walkability data and relevant controls to explain the number of linked person-trips from feeder bus-stops to rapid-transit stations and how this might be associated with land use and design characteristics around feeder bus stops. Results indicate a weak but statistically significant influence and policy implications are discussed.

许多研究都集中在快速交通车站(如重型或轻轨或快速公交)周围土地使用和建筑环境特征的潜在影响上,这些特征是乘客光顾的关键决定因素或中介因素。许多发现了统计上显著的关联,但与人口、社会经济、服务质量和更大规模的网络可达性因素相比,它们的影响相对较弱。然而,大多数研究都忽略了通往快速公交车站的公交线路站点周围的区域。本研究考察了洛杉矶的多式联运交通网络,以了解接驳巴士站周围的步行性如何影响洛杉矶地铁快速公交站的上车人数。采用多层广义线性模型,并将其与巴士站步行性数据和相关控制相结合,以解释从接驳巴士站到快速公交站的相关人次,以及这与接驳巴士站周围的土地使用和设计特征之间的关系。结果表明,微弱但统计上显著的影响,并讨论了政策含义。
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引用次数: 3
Best frenemies? A characterization of TNC and transit users 最好的友敌?跨国公司和过境用户的特征
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100029
Farzana Khatun, Jean-Daniel M. Saphores

The emergence of transportation network companies (TNCs) has created new options for travelers and fierce competition for taxis and public transportation (PT). While the literature focuses either on TNCs or PT users, we contrast individuals/households who use only PT, only TNCs, or both by estimating a cross-nested logit on 2017 NHTS data. We analyzed both individuals (for consistency with most of the literature) and households (to account for intrahousehold travel dependencies). Our results show that the unit of analysis (individuals vs. households) does not matter much for our dataset. We found that individuals/households who use either PT or TNCs or both share socio-economic characteristics, reside in similar areas, and differ from individuals/households who use neither transit nor TNCs. In addition, individuals/households who use both PT and TNCs tend to be composed of Millennials and Generation Z, with a higher income, more education, no children, and fewer vehicles than drivers. Our findings highlight the danger for PT of entering into outsourcing agreements with TNCs, neglecting captive riders, and further exposing choice riders to TNCs.

交通网络公司(TNCs)的出现为旅行者创造了新的选择,也为出租车和公共交通(PT)带来了激烈的竞争。虽然文献关注的是跨国公司或PT用户,但我们通过估计2017年NHTS数据的交叉嵌套逻辑,对仅使用PT、仅使用跨国公司或两者都使用的个人/家庭进行了对比。我们分析了个人(与大多数文献一致)和家庭(考虑家庭内部旅行依赖)。我们的结果表明,分析单位(个人与家庭)对我们的数据集来说并不重要。我们发现,使用公交或跨国公司的个人/家庭或两者都具有社会经济特征,居住在相似的地区,与既不使用公交也不使用跨国公司的个人/家庭不同。此外,同时使用PT和跨国公司的个人/家庭往往由千禧一代和Z一代组成,他们收入更高,受教育程度更高,没有孩子,车辆比司机少。我们的研究结果强调了PT与跨国公司签订外包协议的危险,忽视了强制性附加条款,并进一步将选择性附加条款暴露给跨国公司。
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引用次数: 0
Willingness to support transit index: Understanding the impact of political, ideological, and socio-demographic traits on support for public transit 支持公共交通的意愿指数:了解政治、意识形态和社会人口特征对支持公共交通的影响
IF 12.2 4区 工程技术 Q1 Social Sciences Pub Date : 2022-01-01 DOI: 10.1016/j.jpubtr.2022.100007
Xiaohui Zhong, Claudia Bernasconi, Natalie Maalouf

This paper reports on the study of public support for transit in Southeast Michigan. The goal was to assess Willingness to Support Public Transit (WTST) among likely voters in the region. The study developed a new tool (WTST Index) that would allow planners, policy makers, and advocates to measure the likelihood of support for transit based on a reduced set of questions, through a formula that captures the gradient from attitudes (opinion) to behaviors (action). The study investigated how sociodemographic, sociopolitical, geographical, and opinion related variables impact WTST Index. The results highlighted how wealth, education, and political and ideological beliefs impact willingness to support transit. The U-shaped distribution of the WTST Index shows the divisiveness in support and uncovers the political and ideological dimensions of transit. The results provide guidance for understanding support for transit in comparable regions where transit initiatives and policies seek to expand or improve underused transit systems.

本文报道了密歇根州东南部公共交通支持的研究。目的是评估该地区潜在选民支持公共交通的意愿。该研究开发了一种新工具(WTST指数),它将允许规划者、政策制定者和倡导者通过一个公式,捕捉从态度(意见)到行为(行动)的梯度,基于一组简化的问题来衡量支持公交的可能性。研究调查了社会人口、社会政治、地理和意见相关变量对WTST指数的影响。调查结果强调了财富、教育、政治和意识形态信仰如何影响人们支持公共交通的意愿。WTST指数的u型分布显示了支持度的差异,揭示了交通运输的政治和意识形态维度。研究结果为理解类似地区对过境的支持提供了指导,这些地区的过境倡议和政策寻求扩大或改善未充分利用的过境系统。
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引用次数: 1
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Journal of Public Transportation
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