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Measuring and modeling food accessibility by transportation mode 按交通方式衡量和模拟食物的可及性
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103907
Efthymia Kostopoulou , Eleni Christofa , Eric Gonzales , Derek Krevat

Food accessibility has been a subject of growing interest due to its impact on public health outcomes. This paper describes a spatial analysis method to identify gaps in geographic food access and correlate them with a variety of demographic and socioeconomic factors. The proposed food accessibility metric is the square footage of supermarkets that can be reached within 10 min travel time by walking, biking, driving, and 30 min travel time by walk/transit. The spatial analysis is conducted for the centroids of each census tract within a study area, and the approach is illustrated with an application for the state of Massachusetts. Correlations between demographic and socioeconomic explanatory variables and food accessibility are explored using the Gradient Boosted machine learning model. More specifically, the explanatory variables are percent minority population, percent of population in poverty, vehicle ownership, and population density. The spatial analysis shows a strong correlation between food accessibility and population density. The machine learning model is then used to identify gaps in food accessibility for each transportation mode while controlling for community characteristics. The residuals of the model reveal which communities have the lowest food accessibility relative to other similar communities within the state. This research provides a quantitative method to identify communities that have reduced access to food relative to state-wide trends. Lastly, it provides insights for where policy interventions would be valuable for improving food access in addition to recommendations on increasing food accessibility.

由于食物可及性对公共卫生结果的影响,食物可及性日益受到关注。本文介绍了一种空间分析方法,用于识别地理上食物可及性的差距,并将其与各种人口和社会经济因素联系起来。所提出的食物可及性指标是指步行、骑自行车或开车 10 分钟内可到达的超市面积,以及步行/乘坐公共交通 30 分钟内可到达的超市面积。空间分析是针对研究区域内每个人口普查区的中心点进行的,并以马萨诸塞州的应用为例进行说明。使用梯度提升机器学习模型探讨了人口和社会经济解释变量与食物可得性之间的相关性。更具体地说,解释变量包括少数民族人口百分比、贫困人口百分比、车辆拥有率和人口密度。空间分析表明,食品可达性与人口密度之间存在很强的相关性。然后,在控制社区特征的同时,使用机器学习模型来确定每种交通方式在食物可及性方面的差距。该模型的残差揭示了与州内其他类似社区相比,哪些社区的食物可及性最低。这项研究提供了一种定量方法,用于确定与全州趋势相比,哪些社区的食物可及性有所降低。最后,除了就提高食物可及性提出建议外,它还就政策干预对改善食物可及性有价值的方面提出了见解。
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引用次数: 0
Exploring competitiveness of taxis to ride-hailing services from a multidimensional spatio-temporal perspective: A case study in Beijing, China 从多维时空视角探讨出租车对打车服务的竞争力:中国北京案例研究
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103936
Yihao Luo , Ailing Huang , Zhengbing He , Jiaqi Zeng , Dianhai Wang

As the sharing economy expands in China, the emergence of ride-hailing services has diminished the market share of the taxi industry. As a regulated and publicly convenient service with a dedicated customer base, traditional taxi industry needs to improve its own competitiveness and maintain its market share. However, the specific circumstances under which taxis can gain a competitive edge over ride-hailing services are not well-understood. Aiming to uncover the competitive potential of taxis in the ride-source market, this study proposes a methodology to explore the Competition and Cooperation Relationship (CCR) between taxis and ride-hailing services on a multidimensional spatio-temporal scale. By taking Beijing, China as a case study, we first compare different impacts of Points of Interest (POI) on the traffic volume of taxis/ride-hailing services through Geographically and Temporally Weighted Regression (GTWR) models, and explore the corresponding times and locations where taxis/ride-hailing services are more likely to attract passengers. Based on the findings that there are strong correlations between traffic volume and spatio-temporal conditions, we establish the Competition-Cooperation Index (CCI) as a quantitative measure to characterize the CCR and then analyze the spatio-temporal distribution of CCI to identify the times and locations where taxis hold advantages in cooperative or competitive relationship relative to ride-hailing services. Furthermore, we investigate the underlying reasons for these patterns, discovering that CCI has a close connection with land use. The results of our analysis show that taxis exhibit competitive advantages over ride-hailing services under some specific circumstances and can further enhance their competitiveness by proposed targeted measures. The findings of this study provide valuable insights for both industries in formulating growth strategies and for governmental agencies in setting policies.

随着共享经济在中国的发展,叫车服务的出现削弱了出租车行业的市场份额。传统出租车行业作为一种受监管的、拥有专门客户群的公共便捷服务,需要提高自身竞争力,保持市场份额。然而,人们对出租车在何种具体情况下能够获得相对于叫车服务的竞争优势还不甚了解。为了挖掘出租车在客源市场中的竞争潜力,本研究提出了一种在多维时空尺度上探讨出租车与叫车服务之间竞争与合作关系(CCR)的方法。以中国北京为例,我们首先通过时空加权回归模型(GTWR)比较了不同兴趣点(POI)对出租车/打车服务客流量的影响,并探索了出租车/打车服务更容易吸引乘客的相应时间和地点。基于客流量与时空条件之间存在较强相关性的结论,我们建立了竞争-合作指数(CCI)作为定量指标来表征CCR,然后分析CCI的时空分布,以确定出租车相对于打车服务在合作或竞争关系中占据优势的时间和地点。此外,我们还研究了这些模式的根本原因,发现 CCI 与土地利用密切相关。我们的分析结果表明,在某些特定情况下,出租车与打车服务相比具有竞争优势,可以通过有针对性的措施进一步提高其竞争力。这项研究的结果为各行业制定发展战略和政府机构制定政策提供了宝贵的启示。
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引用次数: 0
Why choose active travel over driving? Investigating the impact of the streetscape and land use on active travel in short journeys 为什么选择积极出行而不是开车?调查街景和土地利用对短途主动出行的影响
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103939
Hui He , Leyu Zhou , Shuo Yang , Liang Guo

The increase in the share of motorization in short-distance trips is a significant contributor to the decline in the share of active travel (AT) and will further pose a challenge to sustainable transport. While many studies have explored the relationship between the built environment (BE) and AT, few have focused on short trips. Additionally, most studies have ignored the important role of the streetscape. To address these gaps, this study utilizes street view big data to quantify street view elements and applies extreme gradient boosting decision trees (XGBoost) to 2020 household travel data in Wuhan. The results indicate that streetscape attributes are more important than land use in predicting short-distance AT, with streetscape being more than 40% relative importance in both models. The contribution of almost all streetscape elements cannot be ignored. Among them, the percentage of driveways showed the highest predictive power. Among land use attributes, population density has the highest relative importance. In addition, most of the independent variables are nonlinearly correlated with the explanatory variables, and this study quantified these association thresholds. These results suggest that optimizing the street built environment has the potential to promote a shift from short-distance driving to AT. The quantification of correlation thresholds provides precise empirical evidence for built environment interventions that promote short-distance AT.

短途出行中机动化比例的增加是导致积极出行(AT)比例下降的重要原因,并将进一步对可持续交通构成挑战。虽然许多研究都探讨了建筑环境(BE)与主动式出行之间的关系,但很少有研究关注短途出行。此外,大多数研究都忽略了街景的重要作用。为弥补这些不足,本研究利用街景大数据量化街景元素,并将极梯度提升决策树(XGBoost)应用于武汉市 2020 年的家庭出行数据。结果表明,在预测短途自驾车出行方面,街景属性比土地利用更重要,在两个模型中,街景的相对重要性都超过了40%。几乎所有街景要素的贡献都不容忽视。其中,车道的百分比显示出最高的预测能力。在土地利用属性中,人口密度的相对重要性最高。此外,大多数自变量与解释变量之间存在非线性关联,本研究对这些关联阈值进行了量化。这些结果表明,优化街道建筑环境有可能促进短途驾驶向自动驾驶的转变。相关阈值的量化为促进短途交通的建筑环境干预措施提供了精确的经验证据。
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引用次数: 0
Barriers and opportunities (B&O) for developing low carbon transportation (LCT) policies in Turkey 土耳其制定低碳交通(LCT)政策的障碍与机遇(B&O)
IF 6.1 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103903
Hediye Tuydes-Yaman , Gulcin Dalkic-Melek , Kristiana Chakarova , Asli Sezer Ozcelik

From a global perspective, climate change mitigation requires countries to consider Low-Carbon Development (LCD) policies, including “Low-Carbon Transport (LCT)” and decarbonization options, which should be ideally developed within a place-based scope. Due to the complex structure of the transportation sector, mitigation actions require not only technological but also behavioral shifts, which can be challenged by the existing legislative and socio-economic structure of a region. Therefore, it is essential to identify and assess barriers and opportunities (B&Os) as a necessary initial phase in the development of national mitigation strategies. Turkey voluntarily started climate change mitigation by preparing the legislative and political infrastructure as a part of the European Union Harmonization Process. Detection of B&Os in other dimensions required an in-depth evaluation of existing LCT barriers and instruments (B&Is) in the IPCC literature in terms of their applicability and priority for Turkey. A focus group study with transport sector representatives was conducted to evaluate 15 barriers and 19 instruments (proposing 285 B&I matrix combinations), followed by a brain-writing exercise that revealed 12 main barriers (i.e., a lack of measurable targets, an imbalanced modal split, a lack of institutional coordination and data archiving, etc.). Various opportunities have been identified, such as the increased utilization of Intelligent Transportation Systems and the timely adoption of vehicle and fuel technologies in the EU region. These opportunities would not only contribute to the development of a national climate change mitigation strategy but also facilitate the implementation of place-based action plans, including climate change action plans and sustainable urban mobility plans at the city level.

从全球角度看,减缓气候变化要求各国考虑低碳发展(LCD)政策,包括 "低碳交通 (LCT)"和去碳化方案,这些方案最好在基于地方的范围内制定。由于交通部门结构复杂,减缓行动不仅需要技术转变,还需要行为转变,而这可能会受到地区现有立法和社会经济结构的挑战。因此,作为制定国家减缓战略的必要初始阶段,必须识别和评估障碍与机遇(B&A;Os)。作为欧盟协调进程的一部分,土耳其通过准备立法和政治基础设施,自愿开始减缓气候变化。要发现其他方面的 "B&Os",需要深入评估 IPCC 文献中现有的 "土地使用和运输 "障碍和工具(B&Is)对土耳其的适用性和优先性。与交通部门代表开展了一项焦点小组研究,评估了 15 个障碍和 19 个工具(提出了 285 个 B&I 矩阵组合),随后开展了一项脑力劳动,发现了 12 个主要障碍(即缺乏可衡量的目标、模式划分不平衡、缺乏机构协调和数据存档等)。此外,还发现了各种机遇,如欧盟地区更多地利用智能交通系统,以及及时采用车辆和燃料技术。这些机遇不仅有助于制定国家气候变化减缓战略,还有助于实施基于地方的行动计划,包括城市一级的气候变化行动计划和可持续城市交通计划。
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引用次数: 0
Factors affecting the cessation of commercial air services at English regional airports 影响英国地区机场停止商业航空服务的因素
IF 6.1 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103922
Lucy Budd , Stephen Ison , Anne Graham

Although much of the existing research on regional airports focuses on their contribution to regional economic development, regional airports in England, as in other deregulated markets, operate in a highly competitive market and not all have been able to sustain commercial flights. This paper examines the factors that have led to the cessation of commercial air services at English regional airports following liberalisation of the European air transport market in 1992. Six factors which have contributed to air service cessation are identified and potential futures for smaller regional airports discussed.

尽管关于支线机场的现有研究大多集中在其对地区经济发展的贡献上,但英格兰的支线机场与其他放松管制的市场一样,在高度竞争的市场中运营,并非所有机场都能维持商业航班。本文探讨了 1992 年欧洲航空运输市场自由化后导致英格兰地区机场商业航空服务停止的因素。本文指出了导致航空服务停止的六个因素,并讨论了较小的地区机场的潜在前景。
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引用次数: 0
Estimating pre-impact and post-impact evacuation behaviors – An empirical study of hurricane Ida in coastal Louisiana and Mississippi 估计飓风影响前和影响后的疏散行为--对路易斯安那州和密西西比州沿海地区飓风艾达的实证研究
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103925
Jiayun Shen , Pamela Murray-Tuite , Kris Wernstedt , Seth Guikema

Evacuation after hurricane impacts appear (post-impact evacuation) has been underemphasized in empirical evacuation studies. This study uses well-examined factors for pre-impact evacuation and novel factors for post-impact evacuation in a sequential logit model for pre- and post-impact evacuation choices. Results show that the evacuation warning is the only factor that affected both pre-impact and post-impact evacuations. Demographics and housing characteristics are significant factors for pre-impact evacuation but not for post-impact evacuation, while residential damages and durations of utility outages are significant situational factors for post-impact evacuation. The durations of water and power outages had additive effects on the probability of evacuating after hurricane impact. Based on the results, we argue that the conventional assumption that sheltered-in-place residents will remain in the affected area, and the restoration planning and assistance generated with that premise will not be aligned with the demand of residents facing inhabitable living situations with damaged residences and prolonged utility outages. Agencies should consider extending the evacuation planning time horizon for storm events likely to induce severe damages and outages and prepare for evacuation during disrupted conditions.

在经验性撤离研究中,飓风影响出现后的撤离(影响后撤离)一直未得到足够重视。本研究在一个顺序对数模型中使用了影响前疏散的成熟因素和影响后疏散的新因素,用于影响前和影响后的疏散选择。结果表明,疏散警报是唯一一个同时影响影响前和影响后疏散的因素。人口统计和住房特征是影响影响前撤离的重要因素,但不是影响影响后撤离的重要因素,而住宅损坏和水电供应中断持续时间则是影响影响后撤离的重要情境因素。停水和停电的持续时间对飓风影响后撤离的概率具有叠加效应。根据研究结果,我们认为,传统的假设是原地避难的居民将留在灾区,在此前提下产生的恢复规划和援助将无法满足面临住宅受损、水电长期中断等无法居住的居民的需求。对于可能造成严重破坏和停电的风暴事件,各机构应考虑延长疏散规划的时间范围,并为在中断条件下的疏散做好准备。
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引用次数: 0
How does extreme temperature affect shared travel? Evidence from bike-sharing order flow in China 极端气温如何影响共享出行?来自中国共享单车订单流的证据
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103928
Mengtian Xue , Bin Zhang , Siyuan Chen , Yuandong Zhao , Zhaohua Wang

Due to its flexibility, pro-environmental characteristics, and its contribution to solving the first or last kilometer’ problem, sharing bike has become a popular travel option for many residents, especially for short trips. This study analyses the impact of extreme temperatures on residents' shared travel and the bike-sharing industry by combining the full-sample travel data, meteorological data, and POI data in Hohhot, China. Based on the temporal and spatial characteristics of residents' travel, five patterns are distinguished by K-means clustering: basic trips, short-distance trips, round trips, time tolerance trips and distance tolerance trips. The main conclusions of the research are as follows: i) extremely low temperatures can increase the possibility of short-distance trips and round trips but reduce long-duration or long-distance travel. Extremely high temperature has a positive effect on residents' round trips and time tolerance trips but suppress short-distance trips and distance tolerance trips; ii) for long-duration or long-distance shared travel, extremely low temperature enhance the connection between sharing bikes and other modes of transportation, but the extremely high temperature has the opposite impact; iii) extreme temperature causes less substitution of sharing bikes for other vehicles in round trips. However, residents in basic trip mode prefer to use sharing bikes instead of vehicles at extremely high temperatures; iv) the total annual economic loss of shared travel caused by extreme temperatures reached 31,393.82 CNY. In addition, many residents abandon sharing bikes in favor of cars at extreme temperatures, leading to additional carbon emissions of 2585.29 kg/year. The study also provides profound policy implications for the bike-sharing industry and green travel.

共享单车以其灵活、环保、解决 "最后一公里 "问题等特点,已成为许多居民的出行选择,尤其是短途出行。本研究结合中国呼和浩特市的全样本出行数据、气象数据和 POI 数据,分析了极端气温对居民共享出行和共享单车行业的影响。根据居民出行的时空特征,通过 K-means 聚类划分出基本出行、短途出行、往返出行、时间容忍度出行和距离容忍度出行五种模式。研究的主要结论如下:①极端低温会增加短途旅行和往返旅行的可能性,但会减少长时间或长途旅行。极高气温对居民的往返出行和时间容忍度出行有积极影响,但抑制了短途出行和距离容忍度出行;ii) 对于长时或长距离共享出行,极低气温增强了共享单车与其他交通方式之间的联系,但极高气温的影响恰恰相反;iii) 极端气温导致往返出行中共享单车对其他交通工具的替代性降低。然而,在极端高温下,基本出行模式下的居民更愿意使用共享单车而不是车辆;iv) 极端高温造成的共享出行年经济损失总额达 31393.82 元人民币。此外,许多居民在极端气温下放弃共享单车而改用汽车,导致每年额外碳排放 2585.29 千克。这项研究还为共享单车行业和绿色出行提供了深刻的政策启示。
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引用次数: 0
Incorporating geographic interdependencies into the resilience assessment of multimodal public transport networks 将地理上的相互依存关系纳入多式联运公共交通网络的复原力评估中
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103934
Georgia Boura, Neil S. Ferguson

Severe weather events, such as snowfall, flooding and storms, may affect wide geographical areas and adversely impact discrete transport infrastructure networks (e.g. road, rail) at the same time, thus revealing the existence of geographic interdependencies between these networks. In this paper, we develop two accessibility-based measures to assess the impact of geographic interdependency on resilience based on the concepts of redundancy and substitutability, respectively. These measures are applied to the railway and long-distance bus networks in Scotland. Results reveal that the combined effect of redundancy and substitutability on the accessibility of locations offered by these discrete modes is reduced due to geographic interdependencies, with the extent of losses being positively associated with the spatial footprint of potential events. The results can be used to identify parts of the network where the potential impacts of geographic interdependencies are greatest, and thus require more in-depth scrutiny by network managers.

降雪、洪水和风暴等恶劣天气事件可能会影响广泛的地理区域,并同时对离散的交通基础设施网络(如公路、铁路)造成不利影响,从而揭示出这些网络之间存在地理上的相互依赖关系。在本文中,我们分别根据冗余性和可替代性的概念,开发了两种基于可达性的测量方法来评估地理相互依赖对复原力的影响。这些测量方法适用于苏格兰的铁路和长途公共汽车网络。结果显示,由于地理上的相互依存性,冗余性和可替代性对这些离散模式所提供地点的可达性的综合影响降低了,损失程度与潜在事件的空间足迹呈正相关。研究结果可用于确定网络中地理相互依赖潜在影响最大的部分,因此需要网络管理人员进行更深入的审查。
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引用次数: 0
Lived transportation barriers for persons with disabilities: Contextualizing the Ghana disability law through the lenses of Giddens' theory of structuration 残疾人生活中的交通障碍:从吉登斯的结构化理论角度看加纳残疾人法的内涵
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103924
Philip Kofi Alimo , Stephen Agyeman , Lawrencia Agen-Davis , Mahamat Ali Hisseine , Isaac Sarfo

Although researchers and policymakers have proposed several ideas for improving the travel experiences of Persons with Disabilities (PWDs), they still face several barriers, especially in developing countries. This calls for a new sociological perspective aimed at contextualizing local disability policies and theories to create a disability-friendly society. This paper contextualizes the Ghana disability law through the lenses of Giddens' theory of structuration for the first time to understand the lived transportation barriers for PWDs. Questionnaire surveys involving 664 PWDs with physical, visual, auditory, and speaking impairments, key informant interviews, and field observations were triangulated. Results showed that all agents and structures, namely discrimination/facility managers' attitude, driver attitude, pedestrian behavior, design of facilities, and accessibility, are creating transportation barriers for PWDs in Ghana. Participants voiced exclusion from the design and implementation of transport facilities. Notably, discriminatory attitudes from commuters, drivers, and facility managers make PWDs feel marginalized. The lack of disability-friendly public buses/paratransit services and assistive technologies impedes PWDs' mobility to work, school, and health facilities. These findings show that although the Ghana disability law makes provisions for PWDs' mobility needs, there is weak enforcement. Thus, beyond improving infrastructure and access for PWDs, societal reorientation and enhanced enforcement of the laws are needed to foster empathy towards PWDs. The reorientation-based approach requires enhanced public sensitization, law enforcement, and regular consultation of PWDs in transport planning to improve the social order.

尽管研究人员和政策制定者提出了一些改善残疾人(PWDs)旅行体验的想法,但他们仍然面临着一些障碍,尤其是在发展中国家。这就需要一种新的社会学视角,旨在结合当地的残疾人政策和理论,创建一个对残疾人友好的社会。本文首次通过吉登斯的结构化理论对加纳残疾人法进行了背景分析,以了解残疾人在生活中遇到的交通障碍。对 664 名有肢体、视觉、听觉和语言障碍的残疾人进行了问卷调查,并对关键信息提供者进行了访谈和实地观察。结果显示,所有因素和结构,即歧视/设施管理者的态度、司机的态度、行人的行为、设施的设计和无障碍环境,都在为加纳的残疾人制造交通障碍。参与者表示,他们被排斥在交通设施的设计和实施之外。值得注意的是,来自乘客、司机和设施管理者的歧视态度让残疾人感到自己被边缘化了。缺乏对残疾人友好的公共汽车/公共交通服务和辅助技术阻碍了残疾人前往工作、学校和医疗机构。这些调查结果表明,尽管加纳残疾法对残疾人的行动需求做出了规定,但执行力度却很薄弱。因此,除了改善残疾人的基础设施和通道外,还需要社会重新定位和加强法律的执行,以促进对残疾人的同情。以调整方向为基础的方法需要加强公众宣传、执法,并在交通规划中定期征求残疾人的意见,以改善社会秩序。
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引用次数: 0
Social inequality and the changing patterns of travel in the pandemic and post-pandemic era 社会不平等以及大流行病和大流行病后时代不断变化的旅行模式
IF 5.7 2区 工程技术 Q1 ECONOMICS Pub Date : 2024-06-01 DOI: 10.1016/j.jtrangeo.2024.103923
Peter Baudains , Arash Kalatian , Charisma F. Choudhury , Ed Manley

The COVID-19 pandemic has had an unprecedented impact on mobility patterns resulting in a significant literature investigating travel behaviours over the course of the pandemic. Missing from much existing work on pandemic mobility is an explicit handling of the time-of-day of travel, which in previous literature has been shown to be an important factor in understanding mobility and, importantly, in understanding the impact on transport networks. In this article, we present a novel analysis of anonymised individual daily mobility patterns in the UK over a 30-month period covering the COVID-19 pandemic using privacy-preserving mobile phone GPS data, collected via integration of software development kits (SDKs) into mobile apps. Our analysis is based on time series clustering of mobility profiles at an hourly level of resolution and enables us to characterize five distinct daily mobility patterns. This typology appears remarkably robust over time, albeit with varying levels of each pattern during the course of the study period. We analyse the relative frequency of these patterns in relation to two dimensions of neighbourhood deprivation in England, with a particular focus on understanding mobility post-lockdown and for over a year after the final restrictions were lifted in the UK. Our results show that although overall mobility patterns have largely returned to their pre-pandemic levels, there remain persistent inequalities in relation to ‘traditional commute’, ‘highly mobile’ and ‘out in the evening’ activity patterns. This finding is expected to have important ongoing policy implications.

COVID-19 大流行对流动模式产生了前所未有的影响,因此有大量文献对大流行期间的旅行行为进行了调查。在有关大流行病流动性的大量现有研究中,缺少对旅行时间的明确处理,而在以前的文献中,旅行时间已被证明是理解流动性的一个重要因素,更重要的是,它是理解对交通网络影响的一个重要因素。在这篇文章中,我们通过将软件开发工具包(SDK)集成到移动应用程序中收集的隐私保护手机 GPS 数据,对英国在 COVID-19 大流行期间 30 个月内的匿名个人日常移动模式进行了新颖的分析。我们的分析是基于每小时分辨率的移动特征的时间序列聚类,使我们能够描述五种不同的日常移动模式。尽管在研究期间每种模式的程度各不相同,但随着时间的推移,这种类型似乎非常稳健。我们分析了这些模式的相对频率与英格兰居民区贫困程度的两个维度之间的关系,尤其侧重于了解英国最终解除限制后一年多的流动情况。我们的研究结果表明,尽管总体流动模式已基本恢复到大流行前的水平,但在 "传统通勤"、"高度流动 "和 "傍晚外出 "的活动模式方面仍存在持续的不平等。预计这一发现将对当前的政策产生重要影响。
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引用次数: 0
期刊
Journal of Transport Geography
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