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Interactive mapping for public transit planning: Comparing accessibility and travel-time framings 公共交通规划的交互式制图:比较可达性和旅行时间框架
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-10-11 DOI: 10.5198/jtlu.2022.1760
Anson F. Stewart, P. Zegras
As transport planners increasingly frame project impacts in accessibility terms, it is worth considering how this foundational land-use transport interaction concept can shape stakeholder attitudes. In this paper, we test whether framing the benefits of public transit projects in terms of increased accessibility better fosters enthusiasm among advocates, as compared to framing benefits in terms of travel-time savings. We test two versions of an interactive mapping tool in small workshops examining upgraded bus services. One version shows isochrones and accessibility indicators, and the other shows paths and travel time indicators. Results from pre- and post-surveys suggest that framing impacts in accessibility terms may encourage broader thinking and stronger dialog than framing impacts in time-savings terms. In particular, the accessibility version seems to mitigate skepticism and car users’ predispositions against upgrading bus service. An unexpected result is that many workshop participants report decreased overall enthusiasm for the bus upgrades after using either version of the tool. This disappointment may stem from an unrealistic baseline, which assumes perfect schedule adherence not aligned with lived experiences. Future research should consider tools that help stakeholders understand and deliberate about actual service and network-level reliability, and testing such tools with wider audiences.
随着交通规划者越来越多地将项目影响纳入可达性框架,值得考虑的是,这种基础的土地利用交通互动概念如何影响利益相关者的态度。在本文中,我们测试了在增加可达性方面构建公共交通项目的好处是否比在节省旅行时间方面构建好处更能激发倡导者的热情。我们在检查升级后的巴士服务的小作坊中测试了两个版本的交互式地图工具。一个版本显示等时线和可达性指标,另一个版本显示路径和旅行时间指标。前后调查的结果表明,与节省时间的框架影响相比,可访问性方面的框架影响可能会鼓励更广泛的思考和更强有力的对话。特别是,无障碍版本似乎减轻了怀疑和汽车用户对升级公共汽车服务的倾向。一个意想不到的结果是,许多研讨会参与者报告说,在使用了该工具的任何一个版本之后,对总线升级的总体热情有所下降。这种失望可能源于一个不切实际的基线,它假设完美的时间表遵守与生活经验不一致。未来的研究应该考虑帮助利益相关者理解和考虑实际服务和网络级可靠性的工具,并在更广泛的受众中测试这些工具。
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引用次数: 0
Subway expansion, job accessibility improvements, and home value appreciation in four global cities: Considering both local and network effects 四个全球城市的地铁扩建、工作可达性改善和房屋价值增值:考虑地方和网络效应
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-10-06 DOI: 10.5198/jtlu.2022.2146
Adriano Borges Costa, Camila Ramos, Siqi Zheng
We explore the potential of incorporating accessibility analysis in addressing the impact of subway expansions on the real estate market. We first demonstrate that by using increases in accessibility to jobs as a continuous treatment variable, rather than adopting a binary station dummy approach, we achieve better goodness-of-fit in a quasi-experimental econometric analysis. Furthermore, accessibility measures allow the exploration of impacts beyond the local effects around new subway stations, shedding light on a network impact that has been largely overlooked to date. To increase the external validity of our findings, we apply the same analysis to the cities of Santiago (Chile), Sao Paulo (Brazil), Singapore, and Barcelona (Spain). and then explore the emergent patterns. We argue that the integration of urban economics and transportation analysis via the use of accessibility measures constitutes an innovation in the empirical approach commonly adopted in the literature. The use of such measures in causal empirical studies on transportation impacts can yield more robust and comprehensive results and capture nuanced spatial heterogeneity effects.
我们探讨了将可达性分析纳入解决地铁扩建对房地产市场影响的潜力。我们首先证明,通过使用工作可及性的增加作为连续处理变量,而不是采用二元站虚拟方法,我们在准实验计量经济学分析中获得了更好的拟合优度。此外,可达性措施允许探索新地铁站周围的局部影响之外的影响,从而揭示迄今为止在很大程度上被忽视的网络影响。为了提高研究结果的外部有效性,我们对圣地亚哥(智利)、圣保罗(巴西)、新加坡和巴塞罗那(西班牙)等城市进行了相同的分析。然后探索涌现模式。我们认为,通过使用可达性措施将城市经济学和交通分析结合起来,是文献中普遍采用的经验方法的创新。在交通影响的因果实证研究中使用这些措施可以产生更可靠和全面的结果,并捕捉细微的空间异质性效应。
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引用次数: 1
City parks and slow streets: A utility-based access and equity analysis 城市公园和慢街:基于效用的访问和公平分析
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-09-26 DOI: 10.5198/jtlu.2022.2009
Gregory S. Macfarlane, Carole Turley Voulgaris, Teresa Tapia
During the spring and summer of 2020, cities across the world responded to the global COVID-19 pandemic by converting roadway facilities into open pedestrian spaces. These conversions improved access to public open space, but measuring the variation in that improvement among different populations requires clear definitions of access and methods for measuring it. In this study, we evaluate the change in a utility-based park accessibility measure resulting from street conversions in Alameda County, California. Our utility-based accessibility measure is constructed from a park activity location choice model we estimate using mobile device data – supplied by StreetLight Data, Inc. – representing trips to parks in that county. The estimated model reveals heterogeneity in inferred affinity for park attributes among different sociodemographic groups. We find, for example, that neighborhoods with more lower-income residents and those with more residents of color show a greater preference for park proximty while neighborhods with higher incomes and those with more white residents show a greater preference for park size and amenities. We then apply this model to examine the accessibility benefits resulting from COVID-19 street conversions to create a set of small park-like open spaces; we find that this has been a pro-social policy in that Black, Hispanic, and low-income households receive a disproportionate share of the policy benefits, relative to the population distribution.
在2020年春夏期间,世界各地的城市通过将道路设施转变为开放的行人空间来应对全球COVID-19大流行。这些转变改善了进入公共开放空间的机会,但衡量这种改善在不同人群中的差异需要明确的机会定义和衡量方法。在本研究中,我们评估了加利福尼亚州阿拉米达县街道改造导致的基于公用事业的公园可达性指标的变化。我们基于效用的可达性度量是基于一个公园活动地点选择模型构建的,我们使用移动设备数据(由StreetLight data, Inc.提供)来估算该县的公园行程。估计模型揭示了不同社会人口群体对公园属性的推断亲和力的异质性。例如,我们发现,低收入居民较多的社区和有色人种居民较多的社区更倾向于公园附近,而收入较高的社区和白人居民较多的社区更倾向于公园的大小和便利设施。然后,我们应用该模型来检查COVID-19街道转换带来的可达性效益,以创建一组小型公园般的开放空间;我们发现,这是一项亲社会政策,因为相对于人口分布,黑人、西班牙裔和低收入家庭获得了不成比例的政策利益份额。
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引用次数: 4
Is private-schooling problematic for transportation? Evidence from Southeast Queensland, Australia 私立学校教育对交通有问题吗?来自澳大利亚昆士兰东南部的证据
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-09-14 DOI: 10.5198/jtlu.2022.1874
Yiping Yan, M. Burke, Abraham Leung, J. Mcbroom
School travel behaviors are associated with children’s health and well-being, traffic congestion, and sustainability. Australia has seen a steady rise in the number of car-passenger trips made by children to school, and a decline in walking-to-school. Australia differs from most nations in that it has one of the highest rates of private schooling in the world at around 34%, supported by high levels of Commonwealth Government funding. Little is known about the effects this has on travel behavior and whether it is a factor in Australia’s high rates of chauffeuring. This paper looks at journeys-toschool in South-East Queensland. Two research questions were posed: i) how do students in private and public schools travel to school, including mode shares and median trip-distances by mode?; and ii) is there any relationship between school type and mode choice, when controlling for key demographic and land use variables? Advanced geo-spatial matching allocated all trips made to schools in the 2017-2019 South East Queensland Travel Survey to either public or private schools. The resulting dataset included 2600 public school students’ trips to school and 1117 private school students’ trips to school. The public and private schools’ commuting travel behavior was then examined. Private motor vehicle is the most frequently chosen mode for travelling to school across the two groups (72.3% for public and 74.6% for private). The proportion of students walking/biking to school is 2.3 times greater for public than for private schools (16.8% versus 7.3%) even though those two groups share the same median trip distance value in active travel. For all other travel modes (automobile, public transportation and school bus), median trip distances are greater for private school students than private school students. Multinomial logistic regression modelling suggests that private school students are less likely to walk/cycle to school than public school students when controlling for key demographics and schools’ urban form characteristics. Private schools appear to disproportionately contribute to traffic congestion. Australia should consider amending its school policy frameworks to help address these concerns.
学校出行行为与儿童的健康和福祉、交通拥堵和可持续性有关。澳大利亚儿童乘车上学的次数稳步上升,步行上学的人数下降。澳大利亚与大多数国家的不同之处在于,它是世界上私立教育率最高的国家之一,约为34%,得到了英联邦政府的高水平资助。人们对这对旅行行为的影响以及这是否是澳大利亚高司机率的一个因素知之甚少。这篇论文着眼于昆士兰东南部的上学之旅。提出了两个研究问题:一)私立和公立学校的学生如何上学,包括模式份额和按模式划分的中位旅行距离?;以及ii)在控制关键的人口和土地利用变量时,学校类型和模式选择之间是否存在任何关系?在2017-2019年昆士兰东南部旅游调查中,先进的地理空间匹配将所有前往学校的旅行分配给公立或私立学校。由此产生的数据集包括2600名公立学校学生的上学旅行和1117名私立学校学生的放学旅行。然后对公立和私立学校的通勤出行行为进行了调查。在这两个群体中,私家车是最常选择的上学方式(72.3%的公共交通工具和74.6%的私人交通工具)。公立学校的学生步行/骑自行车上学的比例是私立学校的2.3倍(16.8%对7.3%),尽管这两个群体在积极旅行中的旅行距离中值相同。对于所有其他出行方式(汽车、公共交通和校车),私立学校学生的平均出行距离大于私立学校学生。多元逻辑回归模型表明,在控制关键人口统计和学校的城市形态特征时,私立学校的学生比公立学校的学生步行/骑自行车上学的可能性更小。私立学校似乎不成比例地造成了交通拥堵。澳大利亚应考虑修改其学校政策框架,以帮助解决这些问题。
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引用次数: 1
Assessing pedestrian impacts of future land use and transportation scenarios 评估未来土地用途和交通方案对行人的影响
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-08-19 DOI: 10.5198/jtlu.2022.2117
Qin Zhang, R. Moeckel, K. Clifton
Portland Central City has experienced growth in population and employment over the last decades, which leads to an increase in travel demand. One of the visions of the Central City 2035 plan is to encourage walking. This paper presents a model of pedestrian travel demand to help assess the impact of land use and transportation policies in the Central City area. The model is an enhanced version of the Model of Pedestrian Demand (MoPeD). Realistic scenarios and the projected population and employment are incorporated in this study. Four future scenarios for 2035 are tested and compared to 2010 base conditions. The results suggest that demographic growth and job increases can help to encourage a large share of walk trips. Pedestrian behavior is also sensitive to network connectivity, but the influence is not as impactful compared to population and job growth. Furthermore, model results show that a good street network and a dense and diverse land-use plan can maximize the effects of promoting walk trips. This paper presents the capability of the pedestrian planning tool MoPeD. It is sensitive to the small-scale variations in local land use and transport development, which can help policymakers better understand the effects of various demographic policies and infrastructure planning on the walk share.
在过去的几十年里,波特兰中城经历了人口和就业的增长,这导致了旅游需求的增加。中心城市2035计划的愿景之一是鼓励步行。本文提出了一个行人出行需求模型,以帮助评估中心城区土地利用和交通政策的影响。该模型是行人需求模型(MoPeD)的改进版本。本研究纳入了实际情况和预测的人口和就业情况。对2035年的四种未来情景进行了测试,并与2010年的基本条件进行了比较。研究结果表明,人口增长和就业增加有助于鼓励更多的步行出行。行人的行为对网络连通性也很敏感,但与人口和就业增长相比,这种影响没有那么大。此外,模型结果表明,良好的街道网络和密集多样的土地利用规划可以最大限度地促进步行出行。本文介绍了MoPeD行人规划工具的功能。它对当地土地利用和交通发展的小规模变化很敏感,这可以帮助决策者更好地理解各种人口政策和基础设施规划对步行份额的影响。
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引用次数: 2
Parking by the bay: The supply and implications of parking infrastructure in the San Francisco Bay Area 海湾停车:旧金山湾区停车基础设施的供应和影响
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-08-19 DOI: 10.5198/jtlu.2022.2123
Rui Li, Alysha M. Helmrich, M. Chester
The San Francisco Bay Area is one of the most progressive transportation regions in the deployment of high-capacity transit and the use of policies to encourage active transportation. Yet, there remains a dearth of knowledge on the abundance and location of parking infrastructure. The extent and location of parking supply, including on-street and off-street spaces, are estimated for the nine-county Bay Area by creating a federated database that joins land use, transportation, parcel, building, and parking code layers to estimate the number and characteristics of parking spaces at the census block scale. This bottom-up parking space inventory results in an estimated 15 million parking spaces in the region: 8.6 million on-street and 6.4 million off-street. Residential parking dominates the share of supply at 70%, followed by commercial at 9.4%. Space density is greatest in downtown San Francisco, Oakland, and San Jose—largely attributed to high-rise structures. On-street parking is dominant in the North Bay, commanding 78% of total parking in Napa, 75% in Solano, 68% in Sonoma, and 67% in Marin County. Parking area constitutes 7.9% of the total incorporated area. Notably, when compared to other southwest cities (Phoenix Metropolitan Area and Los Angeles County), the Bay Area parking supply appears better utilized considering spaces per person, per car, and per job. The density and quantity of parking spaces in the Bay Area are critical insights toward developing targeted policies that encourage active mobility and support affordable housing.
旧金山湾区在部署大容量交通和使用鼓励主动交通的政策方面是最先进的交通地区之一。然而,人们对停车基础设施的数量和位置仍然缺乏了解。通过创建一个联邦数据库,将土地使用、交通、包裹、建筑和停车代码层结合起来,以估计人口普查街区尺度上停车位的数量和特征,估算了九县湾区的停车供应范围和位置,包括街道上和街道外的停车位。这种自下而上的停车位库存导致该地区估计有1500万个停车位:860万个街道上的停车位和640万个街道外的停车位。住宅停车位占供应的70%,其次是商业停车位,占9.4%。旧金山市中心、奥克兰和圣何塞的空间密度最大,这主要归因于高层建筑。北湾地区的街道停车位占主导地位,纳帕占总停车位的78%,索拉诺占75%,索诺玛占68%,马林县占67%。停车场面积占总面积的7.9%。值得注意的是,与其他西南城市(凤凰城大都会区和洛杉矶县)相比,考虑到人均、每辆车和每份工作的停车位,湾区的停车供应似乎得到了更好的利用。湾区的停车位密度和数量是制定有针对性的政策的关键,这些政策鼓励积极的流动性和支持经济适用房。
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引用次数: 0
Congested sidewalks: The effects of the built environment on e-scooter parking compliance 拥挤的人行道:建筑环境对电动自行车停车合规性的影响
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-08-12 DOI: 10.5198/jtlu.2022.2110
R. Hemphill, John Macarthur, Philip Longenecker, Garim Desai, Lillie Nie, Abbey Ibarra, Jennifer Dill
With the proliferation of electric scooters (e-scooters) in cities across the world, concerns continue to arise about their parking spots on sidewalks and other public spaces. Research has looked at e-scooter parking compliance and compared compliance to other mobility devices, but research has not yet examined the impacts of the built environment on parking compliance. Using a field observation dataset in Portland, Oregon, and novel GIS data, we attempt to understand the spatial distribution of e-scooter parking and the impact of built features on parking compliance, offering recommendations for policymakers and future research. The results of our study show that 76% of e-scooters observed fail at least one of the Portland’s parking compliance requirements and 59% fail at least two criteria. However, compliance varies spatially and by violation type, indicating that parking compliance (or non-compliance) is dependent on features of the built environment. Parking compliance is significantly higher on blocks with designated e-scooter parking than blocks without designated e-scooter parking. A statistically significant relationship is observed between the amount of legally parkable area on a city block and parking compliance. Parking compliance increases with larger percentages of legally parkable area. This finding can help policymakers prioritize dedicated e-scooter parking for blocks with limited legally parkable area.
随着电动滑板车在世界各地城市的普及,人们继续对其在人行道和其他公共空间的停车位感到担忧。研究人员研究了电动踏板车停车合规性,并将其与其他移动设备的合规性进行了比较,但研究尚未考察建筑环境对停车合规的影响。利用俄勒冈州波特兰市的实地观测数据集和新的GIS数据,我们试图了解电动踏板车停车场的空间分布以及建筑特征对停车合规性的影响,为决策者和未来的研究提供建议。我们的研究结果表明,76%的电动踏板车至少不符合波特兰的一项停车合规要求,59%的电动踏车至少不符合两项标准。然而,合规性在空间上和违规类型不同,这表明停车合规性(或不合规性)取决于建筑环境的特征。有指定电动自行车停车场的街区的停车合规性明显高于没有指定电动自行车停放场的街区。在城市街区的合法停车面积和停车合规性之间,观察到了统计上显著的关系。停车合规性随着合法停车面积的增加而增加。这一发现可以帮助政策制定者优先考虑合法停车面积有限的街区的电动自行车专用停车场。
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引用次数: 2
FABILUT: The Flexible Agent-Based Integrated Land Use/Transport Model FABILUT:基于柔性Agent的土地利用/运输综合模型
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-08-12 DOI: 10.5198/jtlu.2022.2126
Dominik Ziemke, Nico Kuehnel, C. Llorca, R. Moeckel, K. Nagel
Integrated land-use transport models are often accused of being too complex, too coarse or too slow. We tightly couple the microscopic land use model SILO (Simple Integrated Land Use Orchestrator) with the agent-based transport simulation model MATSim (Multi-Agent Transport Simulation). The integration of the two models is person-centric. It means, firstly, that travel demand is generated microscopically. Secondly, SILO agents can query individualized travel information to search for housing or jobs (and to choose among available modes). Consequently, travel time matrices (skim matrices) are not needed anymore. Travel time queries can be done for any time of the day (instead of for one or few time periods), any x/y coordinate (instead of a limited number of zones) and take into account properties of the individual. This way, we avoid aggregation issues (e.g., large zones that disguise local differences) and we can account for individual constraints (e.g., nighttime workers who cannot commute by public transport for lack of service). Therefore, the behavior of agents is represented realistically, which allows us to simulate their reaction to novel policies (e.g., emission-class-based vehicle restrictions) and to extract system-wide effects. The model is applied in two study areas: a toy scenario and the metropolitan region of Munich. We simulate various transport and land use policies to test the model capabilities, including public transport extensions, zones restricted for private cars and land use development regulations. The results demonstrate that the increase of the model resolution and model expressiveness facilitates the simulation of such policies and the interpretation of the results.
综合土地利用运输模式经常被指责过于复杂、过于粗糙或过于缓慢。我们将微观土地利用模型SILO(简单综合土地利用协调器)与基于代理的运输仿真模型MATSim(多代理运输仿真)紧密耦合。两种模式的整合是以人为中心的。这意味着,首先,出行需求是在微观层面产生的。其次,SILO代理可以查询个性化的旅行信息来寻找住房或工作(并在可用的模式中进行选择)。因此,不再需要旅行时间矩阵(略去矩阵)。旅行时间查询可以在一天中的任何时间(而不是一个或几个时间段)、任何x/y坐标(而不是有限数量的区域)进行,并考虑到个人的属性。通过这种方式,我们避免了聚集问题(例如,掩盖地方差异的大区域),并且我们可以考虑个人约束(例如,夜间工人因缺乏服务而无法乘坐公共交通工具上下班)。因此,代理的行为被真实地表示,这使我们能够模拟它们对新政策(例如,基于排放等级的车辆限制)的反应,并提取系统范围的影响。该模型应用于两个研究区域:一个玩具场景和慕尼黑大都市区。我们模拟了各种交通和土地使用政策,以测试模型的能力,包括公共交通扩展、私家车禁区和土地使用发展法规。结果表明,模型分辨率和模型表达能力的提高有利于这些策略的模拟和结果的解释。
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引用次数: 2
On the empirical association between spatial agglomeration of commercial facilities and transportation systems in Japan: A nationwide analysis 日本商业设施空间集聚与交通系统的实证关联——全国性分析
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-08-12 DOI: 10.5198/jtlu.2022.1968
Maya Safira, M. Chikaraishi
Understanding the impact of transport systems on the spatial agglomeration of urban facilities is critical for urban and transport planning. Recent studies show three separate mechanisms, including matching, sharing, and trip chaining on the agglomeration of commercial facilities, but little is known about which of these mechanisms is dominant and how its dominance varies across transport systems. Aiming at empirically investigating the mechanisms, we first calculate a simple agglomeration index for 69 Japanese cities and then explore the association between the index and city-level characteristics (including transport) using a decision tree analysis. The results confirm that (1) cities with larger areas and higher train shares experience agglomeration, presumably through matching and/or trip chaining, while cities with smaller areas have less agglomeration despite high train shares; and (2) car-dependent cities experience agglomeration, presumably through sharing, particularly by agglomerating in their residential and roadside areas. These findings indicate that effective agglomeration forces vary across transport systems.
了解交通系统对城市设施空间集聚的影响对城市和交通规划至关重要。最近的研究表明,商业设施集聚有三种不同的机制,包括匹配、共享和出行链,但人们对哪种机制占主导地位以及其主导地位在不同的交通系统中如何变化知之甚少。本文以实证研究为目的,首先计算了日本69个城市的简单集聚指数,然后利用决策树分析方法探讨了该指数与城市层面特征(包括交通)之间的关系。结果表明:(1)区域较大、列车占比较高的城市可能通过匹配和/或线路连锁发生集聚,而区域较小的城市虽然列车占比较高,但集聚程度较低;(2)依赖汽车的城市经历了集聚,可能是通过共享,特别是在住宅和路边区域聚集。这些发现表明,不同运输系统的有效集聚力各不相同。
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引用次数: 0
Bus rapid transit impacts on land uses and development over time in Bogotá and Quito 快速公交对波哥大<e:1>和基多土地利用和发展的长期影响
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2022-08-03 DOI: 10.5198/jtlu.2022.1888
C. E. Vergel-Tovar, D. Rodriguez
Despite the worldwide popularity of bus rapid transit (BRT), empirical evidence of its effects on land uses and development remains limited. This paper examines BRT’s impacts on land use and development in Bogotá and Quito, by using a parcel-level difference-in-differences research design. We estimate a propensity score-weighted regression model of parcel development characteristics in treatment and control areas. In Bogotá, although parcels in close proximity to the BRT are subject to fewer changes in terms of development intensity (changes in built-up area) in relation to parcels in the control area, they are more likely to change uses, shifting toward commercial activities. In Quito, the results are mixed; parcels in one BRT corridor are more likely to be subject to redevelopment, but the parcels in a more recent BRT corridor are less likely to be subject to development activity in relation to parcels in the control corridor. Taken together, our results suggest that changes in land use are important but frequently overlooked impacts produced by BRT implementation. Attempts to capture value from mass transit investments should also consider the ancillary planning decisions required to allow changes in land use.
尽管快速公交在全球范围内广受欢迎,但其对土地利用和发展影响的实证证据仍然有限。本文通过差异研究设计中的地块水平差异,考察了快速公交对波哥大和基多土地利用和发展的影响。我们估计了治疗和对照地区地块发育特征的倾向得分加权回归模型。在波哥大,尽管与控制区内的地块相比,靠近快速公交的地块在开发强度(建成区的变化)方面的变化较小,但它们更有可能改变用途,转向商业活动。在基多,结果喜忧参半;一条快速公交走廊中的地块更有可能进行重新开发,但与控制走廊中的土地相比,最近的快速公交走廊上的地块不太可能进行开发活动。总之,我们的研究结果表明,土地利用的变化是BRT实施所产生的重要但经常被忽视的影响。从公共交通投资中获取价值的尝试还应考虑允许土地使用变化所需的辅助规划决策。
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引用次数: 2
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