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Integrating transit and TNC services to improve job accessibility: Scenario analysis with an equity lens 整合交通和跨国公司服务以改善工作可达性:以公平视角的情景分析
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2023-01-24 DOI: 10.5198/jtlu.2023.2229
Lingqian Hu, Sai Sun
With the rapid growth of Transportation Network Company (TNC) services and the continued decline of transit ridership, existing research has proposed and some transit agencies have implemented programs that integrate transit and TNC services. This paper expands the research area to examine the equity implications of such integrations, focusing on job accessibility improvements for low-income workers. We develop an analytical framework that compares improvements in accessibility to jobs under different hypothetical scenarios in which TNC travel serves as the last-mile connection of transit services. Using the city of Chicago for the case study, this research confirms that such transit-TNC integration increases job accessibility for all low-income workers throughout the city, but it also pinpoints nuanced differences in the accessibility improvements among workers of different races, ethnicities, and sexes during peak and off-peak hours.
随着运输网络公司(TNC)服务的快速增长和公交乘客量的持续下降,现有的研究已经提出,一些公交机构已经实施了整合公交和TNC服务的计划。本文扩展了研究领域,以考察这种整合的公平影响,重点关注低收入工人的工作可及性改善。我们开发了一个分析框架,比较不同假设情景下工作机会的改善情况,在不同假设情景中,跨国公司旅行是过境服务的最后一英里连接。以芝加哥市为案例研究,这项研究证实,这种交通TNC整合提高了整个城市所有低收入工人的工作可及性,但它也指出了不同种族、种族和性别的工人在高峰和非高峰时段可及性改善方面的细微差异。
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引用次数: 0
activity space and the 15-minute neighborhood: An empirical study using big data in Qingdao, China 活动空间与15分钟街区——基于青岛市大数据的实证研究
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2023-01-13 DOI: 10.5198/jtlu.2023.2159
Lin Lin, Tianyi Chen
Daily travel distance in urban China has substantially increased. The spatial layout of the 15-minute neighborhood, which supports local living and encourages walking and biking, was detailed in the Urban Residential District Planning and Design Standards in China in 2018. This study investigates the impacts of the 15-minute neighborhood described in the 2018 standards on activity space, using mobile network data in Qingdao, China. A total of 42,991 subscribers of China Mobile are randomly sampled. The 15-minute neighborhood attributes are objectively measured for sampled residents individually. Our study shows that not all 15-minute neighborhood attributes are associated with smaller activity space. Commercial retail services and green open space, which were found to increase walking and physical activity, do not reduce activity space. On the other hand, public services such as primary school and middle school, bus stops, neighborhood centers, and sports facilities within walking distance are positively associated with smaller activity space.
中国城市居民的日常出行距离大幅增加。15分钟社区的空间布局支持当地生活,鼓励步行和骑自行车,在2018年的中国城市住宅区规划设计标准中有详细说明。本研究利用中国青岛的移动网络数据,调查了2018年标准中描述的15分钟社区对活动空间的影响。随机抽取中国移动用户42991名。对抽样居民的15分钟社区属性进行了客观测量。我们的研究表明,并非所有的15分钟社区属性都与较小的活动空间有关。商业零售服务和绿色开放空间增加了步行和身体活动,但没有减少活动空间。另一方面,步行范围内的中小学、公交车站、社区中心和体育设施等公共服务与较小的活动空间呈正相关。
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引用次数: 2
Using traffic data to identify land-use characteristics based on ensemble learning approaches 基于集成学习方法的交通数据土地利用特征识别
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2023-01-13 DOI: 10.5198/jtlu.2023.2218
Jiahui Zhao, Zhibin Li, Pan-xue Liu
The land-use identification process, which involves quantifying the types and intensity of human activities at a regional level, is a critical investigation step for ongoing land-use planning. One limitation of land-use identification practices is that they are based on theoretical-driven models using survey and socioeconomic data, which are often considered costly and time consuming. Another limitation is that most of these identification methods cannot incorporate the effect of daily human activity, resulting in some significant spatial heterogeneity being ignored. In this context, a novel land-use identification framework is proposed to quantify land-use characteristics using traffic-flow and traffic-events data. Regarding the identification models, two widely used Ensemble learning methods: Random Forest and Adaboost, are introduced to classify the land-use type and fit the land-use density. The case study collected the transit vehicle positions, traffic events, and geo-tagged data at the regional level in the San Francisco Bay Area, California. The results demonstrated that this framework with Ensemble learning was significantly accurate at identifying land-use characteristics in both the type classification and density regression tasks. The result averages improved 12.63%, 12.84%, 11.05%, 5.44%, 12.84% for Area Under ROC Curve (AUC), Classification Accuracy (CA), F-Measure (F1), Precision, and Recall, respectively, in classification tasks and 56.81%, 21.20%, 47.29% for Mean Squared Error (MSE), Root Mean Square Error (RMSE), and Mean Absolute Error (MAE), respectively, in regression tasks than other models. The Random Forest model performs better in labels with high regularity, such as education, residence, and work activities. Apart from the accuracy, the correlation analysis of the error term also showed that the result was consistent with people’s common sense of land-use characteristics, demonstrating the interpretability of the proposed framework.
土地利用识别过程涉及在区域一级量化人类活动的类型和强度,是正在进行的土地利用规划的关键调查步骤。土地利用识别实践的一个局限性是,它们基于使用调查和社会经济数据的理论驱动模型,这些数据通常被认为成本高昂且耗时。另一个局限性是,大多数识别方法无法结合日常人类活动的影响,导致一些显著的空间异质性被忽视。在此背景下,提出了一种新的土地利用识别框架,利用交通流和交通事件数据量化土地利用特征。在识别模型方面,引入了两种广泛使用的集成学习方法:随机森林和Adaboost,对土地利用类型进行分类并拟合土地利用密度。案例研究收集了加利福尼亚州旧金山湾区区域一级的过境车辆位置、交通事件和地理标记数据。结果表明,在类型分类和密度回归任务中,该集成学习框架在识别土地利用特征方面非常准确。与其他模型相比,在分类任务中,ROC曲线下面积(AUC)、分类准确度(CA)、F-Measure(F1)、精度和召回率的结果平均值分别提高了12.63%、12.84%、11.05%、5.44%和12.84%,在回归任务中,均方误差(MSE)、均方根误差(RMSE)和均绝对误差(MAE)分别提高了56.81%、21.20%和47.29%。随机森林模型在具有高度规律性的标签中表现更好,例如教育、居住和工作活动。除了准确性之外,误差项的相关性分析还表明,该结果符合人们对土地利用特征的常识,证明了所提出的框架的可解释性。
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引用次数: 2
Factors affecting electric vehicle adoption intention: The impact of objective, perceived, and prospective charger accessibility 影响电动汽车使用意向的因素:客观、感知和预期充电器可及性的影响
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-12-28 DOI: 10.5198/jtlu.2022.2113
Sylvia Y. He, Shuli Luo, Kaiji Sun
In the era of e-mobility, promoting electric vehicle (EV) usage is considered a policy worth incorporating into a government’s agenda. While accessibility has been broadly recognized as important for user intention to adopt EVs, few studies have considered how accessibility affects public acceptance of EVs. This study measures the objective, perceived and prospective accessibility of public EV charging facilities, investigating how and to what extent this novel set of accessibility measures affects the EV adoption intention of individuals. The data are primarily derived from a recent questionnaire survey of driver license holders in Hong Kong administered to both EV owners and non-EV owners. Objective accessibility is measured by the number of (population-weighted) Tesla and standard chargers publicly available within five minutes walking distance of an individual’s residential district and subjective (i.e., perceived and prospective) accessibility is measured by four Likert-scale questions. The results show that objective accessibility significantly and substantially influences an individual’s intention to purchase an EV. Meanwhile, both perceived and prospective accessibility are highly significant for the adoption intention of non-EV owners. We also observe significant effects for perceived and prospective driving ranges, environmental consciousness and prior experience with EVs. This study provides a valuable reference for the impact of the accessibility of public EV chargers on EV adoption in the context of a high-density Asian city. Based on the findings, we propose various policy recommendations that integrate accessibility planning strategies into EV promotion in cities that aspire to expand e-mobility.
在电动汽车时代,促进电动汽车的使用被认为是一项值得纳入政府议程的政策。虽然人们普遍认为可访问性对用户使用电动汽车的意愿很重要,但很少有研究考虑可访问性如何影响公众对电动汽车的接受度。本研究测量了公共电动汽车充电设施的客观可达性、感知可达性和预期可达性,探讨了这组新的可达性措施如何以及在多大程度上影响个人的电动汽车使用意愿。这些数据主要来自最近对香港驾驶执照持有人进行的问卷调查,调查对象包括电动汽车车主和非电动汽车车主。客观可达性是通过(人口加权)特斯拉和标准充电器的数量来衡量的,在个人住宅区步行五分钟内公开可用,主观(即感知和预期)可达性是通过四个李克特量表问题来衡量的。结果表明,客观可及性对个体购买电动汽车的意向有显著而实质性的影响。同时,感知可达性和预期可达性对非电动汽车车主的采用意愿都具有高度显著性。我们还观察到,感知和预期的续驶里程、环保意识和之前的电动汽车经验都有显著影响。本研究为在高密度的亚洲城市背景下,公共电动汽车充电器的可达性对电动汽车普及的影响提供了有价值的参考。在此基础上,我们提出了将可达性规划策略与电动汽车推广相结合的政策建议。
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引用次数: 0
Distribution facilities in California: A dynamic landscape and equity considerations 加利福尼亚州的分销设施:动态景观和公平考虑
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-12-28 DOI: 10.5198/jtlu.2022.2130
M. Jaller, Xiuli Zhang, Xiaodong Qian
This work studies the distribution of warehouses and distribution centers (W&DCs) in California and analyzes their potential relationships with disadvantaged communities (DACs). Through aggregated spatial analyses and econometric modeling, the research compares the concentration of W&DCs in five metropolitan planning organizations (MPOs) in California. The analyses show that the weighted geometric centers of W&DCs have shifted slightly toward city central areas in all five MPOs in the last few years, contrasting to the logistics sprawl trends evidenced in previous research. In the Bay Area and Southern California, W&DCs are more prevalent in areas with higher pollution burden, according to the CalEnviroScreen (CS) score. In Southern California, the study analyzes disaggregate industrial real estate data of 49,697 property transactions (properties sold) between 1989 and 2018. On average, the size of the facilities transacted have decreased, especially for those closer to the urban center. These results are confirmed using parametric and non-parametric data analyses. During recent years, smaller and closer (to the urban core) facilities represent the largest share in the transactions, consistent with the trends in e-commerce and its associated distribution requirements. Moreover, the data show a disproportionate sitting of facilities in areas where DACs reside. The paper ends with a discussion of policy and planning recommendations.
本工作研究了加州仓库和配送中心(w&dc)的分布,并分析了它们与弱势社区(DACs)的潜在关系。通过汇总空间分析和计量经济模型,研究比较了加州五个城市规划组织(mpo)中w&dc的集中程度。分析表明,在过去的几年中,五个mpo的物流中心的加权几何中心都略微向城市中心地区转移,这与之前的研究表明的物流扩张趋势形成了对比。根据CalEnviroScreen (CS)评分,在湾区和南加州,w&dc在污染负担较高的地区更为普遍。在南加州,该研究分析了1989年至2018年间49,697笔房地产交易(出售的房产)的分类工业房地产数据。平均而言,交易设施的规模有所减少,尤其是靠近市中心的设施。使用参数和非参数数据分析证实了这些结果。近年来,更小和更靠近(城市核心)的设施在交易中占最大份额,这与电子商务的趋势及其相关的分销要求相一致。此外,数据显示,在dac居住的地区,设施的分布不成比例。论文最后讨论了政策和规划建议。
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引用次数: 0
Transit-oriented development for older people: Does using multiple public transport options improve their physical and mental health? 以交通为导向的老年人发展:使用多种公共交通选择是否能改善他们的身心健康?
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-12-08 DOI: 10.5198/jtlu.2022.2152
Yao Du, Guibo Sun, M. Kwan
Transit-oriented cities often use urban rail transit (e.g., metro) to lead public transport development (TOD), which might overlook other public transport options (e.g., bus) that matter for the health and wellbeing of older people. We investigate older people’s public transport use patterns and how multiple public transport options are related to the physical and mental health of older people. In the case city of Hong Kong, which is well-known for its metro-led transit-oriented development, we collected questionnaire data from 826 older people on their public transport use behaviors, route environment to normally used stops/stations, and physical and mental health. We used univariate analysis to measure explanatory factors (P<0.25). We applied multivariable linear regression models with several sensitivity analyses to test the associations among public transport use, route environment, and health outcomes, adjusting for covariates of individual factors, physical activity, and self-reported chronic disease. We found that (1) using multiple public transport options was positively associated with better physical health (p<0.001); (2) mixed metro and bus users had the highest physical activity (high level with MET-mins/week>3,000, 75%) as well as the best physical health (physical component summary (PCS) >50, 41.42%) and mental health (mental component summary (MCS) > 50, 68.28%), compared to bus-only or metro-only users; and (3) for mixed-mode users, pedestrian crowdedness was negatively associated with physical health (p < 0.01), while satisfaction in sidewalk width was positively related to mental health (p=0.038).We found that older people prefer multiple public transport options rather than the metro-dominated single-mode, and this travel preference benefits the physical and mental health of this population. Our research helps deepen the understanding of public transport use and associated health outcomes among older people and has policy implications for TOD planning concerning the aging population.
以交通为导向的城市通常使用城市轨道交通(如地铁)来领导公共交通发展(TOD),这可能会忽视对老年人健康和福祉至关重要的其他公共交通选择(如公交车)。我们调查了老年人的公共交通使用模式,以及多种公共交通选择如何与老年人的身心健康相关。以香港为例,我们收集了826名老年人的公共交通使用行为、前往正常使用站点的路线环境以及身心健康的问卷数据。我们使用单变量分析来衡量解释因素(P3000,75%),以及最佳身体健康(身体成分汇总(PCS)>50,41.42%)和心理健康(心理成分汇总(MCS)>50,68.28%),与仅乘坐公交车或地铁的用户相比;(3)对于混合模式用户,行人拥挤与身体健康呈负相关(p<0.01),而人行道宽度满意度与心理健康呈正相关(p=0.038)。我们的研究有助于加深对老年人公共交通使用和相关健康结果的理解,并对老龄化人口的TOD规划具有政策意义。
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引用次数: 0
Factors influencing subjective walkability: Results from built environment audit data 影响主观步行性的因素:来自建筑环境审计数据的结果
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-11-14 DOI: 10.5198/jtlu.2022.2234
Lancelot Rodrigue, Julie Daley, L. Ravensbergen, Kevin Manaugh, Rania Wasfi, Gregory P Butler, A. El-geneidy
Subjective walkability is a measure of the perceived friendliness of walking in an area. Though subjective walkability is less commonly assessed than objective measurements, the latter often fail to reflect the experience of walking. This study aims to better understand subjective walkability and how it varies between travel and leisure walking by investigating its relationship with the built environment and land-use characteristics. Data is collected from 848 street segments in Montreal, Canada, using the MAPS-mini audit tool, external measurements including Walkscore as well as synthetic subjective walkability scores. Mixed effect multilevel models are then generated using travel and leisure subjective walkability scores as dependent variables and built environment features as independent variables. Statistically significant positive predictors of perceived walkability differ between walking for travel and walking for leisure. Walkscore is found to have a weak but significant effect on perceived walkability for travel but no effect at all for leisure. Based on this research, a multi-scalar approach both at the street and neighborhood level making use of a combination of objective and subjective walkability measures should be employed to study predictors of walking behavior. Lastly, distinctions of walking behaviors based on trip purpose should be integrated in future research.
主观可步行性是衡量在一个地区行走时感觉到的友好程度。尽管主观步行能力的评估不如客观测量,但客观测量往往无法反映步行体验。本研究旨在通过调查主观步行能力与建筑环境和土地利用特征的关系,更好地了解主观步行能力以及主观步行能力在旅行和休闲步行之间的变化。使用MAPS小型审计工具、包括步行得分在内的外部测量以及综合主观步行能力得分,从加拿大蒙特利尔的848个街道路段收集数据。然后,使用旅行和休闲主观可步行性得分作为因变量,并将建筑环境特征作为自变量,生成混合效应多级模型。旅行步行和休闲步行对感知步行能力的统计显著正预测因素不同。Walkscore被发现对旅行的可步行性有微弱但显著的影响,但对休闲完全没有影响。基于这项研究,应该在街道和社区层面采用多标量方法,结合客观和主观的步行能力测量来研究步行行为的预测因素。最后,基于旅行目的的步行行为差异应纳入未来的研究。
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引用次数: 3
Is informal transport flexible? 非正式交通是否灵活?
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-11-02 DOI: 10.5198/jtlu.2022.2213
Tamara Kerzhner
Informal transport is often described as flexible, reactive, demand responsive, niche-filling, and in-tune with passenger needs. This paper proposes expanded definitions of flexibility in the operations of informal transport networks and presents a theoretical framing for understanding the growth and change in the locations of routes and terminals. Based on surveys and interviews of transport workers and regulators in four African cities, it argues that individually competing vehicles encounter coordination failures that limit their incentives for searching out niche services. Meanwhile, in cities with localized, route-based associations, organizations of multiple vehicles are able to take on the initiative and risk of developing new service locations and responding to passenger demand. This is done through a complex, gradual process that includes temporary subsidies to drivers and operators, testing and measuring potential demand, and advertising the new route. The key mechanism is in competition not between individual drivers, who manage internal competition carefully with a variety of mechanisms to distribute income opportunities fairly, but between firms and associations over territorial coverage. This not only opens potential for engaging transport associations in planning and policymaking, but also reveals limitations to the coverage and equity of access offered by existing networks and incentive structures.
非正规交通通常被描述为灵活、反应性强、需求响应性强、小众性强,并符合乘客需求。本文提出了非正式交通网络运营灵活性的扩展定义,并为理解路线和终点站位置的增长和变化提供了一个理论框架。根据对四个非洲城市的运输工人和监管机构的调查和采访,它认为,单独竞争的车辆会遇到协调故障,这限制了他们寻找利基服务的动机。同时,在具有本地化、基于路线的协会的城市中,多辆车的组织能够承担开发新服务地点和响应乘客需求的主动性和风险。这是通过一个复杂而渐进的过程来实现的,包括对司机和运营商的临时补贴、测试和衡量潜在需求,以及为新路线做广告。关键机制不是个体司机之间的竞争,他们通过各种机制谨慎管理内部竞争,公平分配收入机会,而是企业和协会之间的竞争。这不仅为交通协会参与规划和政策制定开辟了潜力,还揭示了现有网络和激励结构在覆盖范围和公平准入方面的局限性。
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引用次数: 1
Active transportation policy and practice in the city of Oulu from 1998 to 2016—A mixed methods study 1998 - 2016年奥卢市主动交通政策与实践——混合方法研究
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-11-02 DOI: 10.5198/jtlu.2022.2034
Mikko Kärmeniemi, Tiina Lankila, E. Rönkkö, Kari Nykänen, Heli Koivumaa-Honkanen, R. Korpelainen
Land use and transportation policies have been recognized globally as major sources of physical inactivity, but there has been a gap between research and policy implementation. Our objective for this research was to produce an integrated view of community planning policies and the association between urban form characteristics and transportation mode choices in the city of Oulu from 1998 to 2016.Our findings showed that increasing density and diversity of the urban form, emphasizing active transportation, and developing the city center were highlighted in the community and transportation planning policies. In practice, urban form development focused on the inner city, but in the outer urban area and urban fringe, sprawl and car dependency increased. Overall, the active transportation mode share decreased by 2 percentage points during the follow-up, but increases in density, mix and access networks were associated with increased walking and cycling compared to car use.In conclusion, no consensus was established in Oulu to limit the dominance of private motor vehicles. Decreased active transportation mode share might have been due to inadequately assessed functional mix outside the inner city, increased urban sprawl and building more capacity for cars. In the future, stronger political leadership, increased density, better access to nearby services combined with investments in public transportation will be required to meet the policy goals.
土地使用和运输政策已被全球公认为身体不活动的主要来源,但在研究和政策实施之间存在差距。本研究的目的是对1998年至2016年奥卢市的社区规划政策以及城市形态特征与交通方式选择之间的关系产生一个综合的看法。我们的研究结果表明,城市形态的密度和多样性不断增加,强调积极的交通,社区和交通规划政策都强调了发展市中心。在实践中,城市形态发展主要集中在内城,但在外城区和城市边缘,蔓延和汽车依赖增加。总体而言,在随访期间,活跃的交通方式份额下降了2个百分点,但与汽车使用相比,密度、混合和接入网络的增加与步行和骑自行车的增加有关。总之,在奥卢没有就限制私人机动车辆的主导地位达成共识。主动交通方式份额的下降可能是由于对内城以外的功能组合评估不足、城市扩张加剧以及汽车产能的增加。未来,需要更强有力的政治领导、更高的密度、更好地获得附近的服务,再加上对公共交通的投资,才能实现政策目标。
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引用次数: 0
Beyond bans: A political economy of used vehicle dependency in Africa 禁令之外:非洲二手车依赖的政治经济
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-10-25 DOI: 10.5198/jtlu.2022.2202
Festival Godwin Boateng, J. Klopp
African countries serve as used vehicle dumping sites for advanced capitalist countries, undermining global and local goals to move toward safe and low-emissions transport. Africa’s used vehicle dependency is commonly explained in terms of push-pull factors linked to demand for new cars and stringent environmental policies in wealthier countries that make available used vehicles for export, the limited purchasing power for less-polluting new safer vehicles, and weak regulation of vehicle emissions in Africa, all of which sustain used vehicle import on the continent. Drawing on the Ghanaian case, we present an enhanced explanation that brings in the role of historical underinvestment in public transport and larger processes that channel public resources toward car-oriented transport and land use, marginalizing other modes of transport used by the majority. Using historically informed political economy analyses and drawing on interviews and grey literature including media and institutional sources, this paper makes two contributions. First, it advances used vehicle research by moving beyond the push-pull approach to incorporate the historical institutional drivers of used vehicle and automobile consumption generally in Africa. Second, it provides insight into why used vehicle import bans on their own are unlikely to lead to sustained environmental and public health benefits and instead recommends more holistic policies for shifting toward cleaner, safer and affordable public transport in Africa. Transport and land-use planning reforms and investment prioritizing public transit including minibus recapitalization programs, as well as mixed land use and transit-oriented development can help reduce used vehicle dependency and the harms it brings.
非洲国家是先进资本主义国家的二手车倾倒地,破坏了全球和地方实现安全低排放运输的目标。非洲对二手车的依赖通常用推挽因素来解释,推挽因素与新车需求有关,富裕国家提供二手车出口的严格环境政策,污染较低的新型安全汽车的购买力有限,以及非洲对汽车排放的监管不力,所有这些都维持了欧洲大陆的二手车进口。根据加纳的案例,我们提出了一个强化的解释,即历史上对公共交通投资不足的作用,以及将公共资源引导到以汽车为导向的交通和土地使用的更大过程,将大多数人使用的其他交通方式边缘化。本文运用历史知情的政治经济学分析,借鉴采访和灰色文献,包括媒体和制度来源,做出了两个贡献。首先,它超越了推拉法,将非洲二手车和汽车消费的历史制度驱动因素纳入其中,从而推进了二手车研究。其次,它深入了解了为什么二手车进口禁令本身不太可能带来持续的环境和公共健康效益,并建议采取更全面的政策,在非洲转向更清洁、更安全和负担得起的公共交通。交通和土地利用规划改革以及优先投资公共交通,包括小型公共汽车资本重组计划,以及混合土地利用和以交通为导向的发展,都有助于减少对二手车的依赖及其带来的危害。
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引用次数: 2
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