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Planning a high-frequency transfer-based bus network: How do we get there? 规划一个基于高频换乘的公交网络:我们如何到达那里?
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-08-10 DOI: 10.5198/jtlu.2021.1742
Emily Grisé, Anson F. Stewart, A. El-geneidy
As cities have grown more dispersed and auto-oriented, demand for travel has become increasingly difficult to meet via public transit. Public transit ridership, particularly bus ridership, has recently been on the decline in many urban areas in Canada and the United States, and many agencies have either undergone or are planning comprehensive bus network redesigns in response. While comprehensive bus network redesigns are not novel to public transit, network redesigns are commonly being considered in cities to optimize operational costs and reverse downward trends in transit ridership. For cities considering a comprehensive bus network redesign, there is currently no comprehensive easy-to-follow planning process available to guide cities through such a major undertaking. In light of that, this study presents a methodology to guide transport professionals through the planning process of a bus network redesign, using Longueuil, Quebec, as a case study. Currently, Longueuil operates a door-to-door network, and the goal is to move to a transfer-based, high-frequency service while keeping the existing number of buses constant. A variety of data sources that capture regional travel behavior and network performance are overlaid using a GIS-based grid-cell model to identify priority bus corridors. A series of analyses to measure and quantify anticipated and actual improvements from the proposed bus network redesign are conducted, including coverage analysis, change in accessibility to jobs, and travel time analysis. Accessibility to jobs was the key performance measure used in this analysis and is presented as a useful tool for planners and transit agencies to obtain buy-in for the proposed plan. This methodology provides transport professionals with a flexible and reproducible guide to consider when conducting a bus network redesign, while ensuring that such a network overhaul maximizes the number of opportunities that residents can access by transit and does not add an additional burden to an agency’s operating budget.
随着城市变得更加分散和以汽车为导向,人们的出行需求越来越难以通过公共交通来满足。在加拿大和美国的许多城市地区,公共交通乘客,特别是公共汽车乘客,最近一直在下降,许多机构已经或正在计划对公共汽车网络进行全面的重新设计。虽然对公交网络进行全面的重新设计对公共交通来说并不新鲜,但在城市中,重新设计公交网络通常是为了优化运营成本和扭转公交客流量下降的趋势。对于考虑全面重新设计公交网络的城市,目前还没有一个全面的易于遵循的规划流程来指导城市完成这项重大任务。鉴于此,本研究提出了一种方法来指导运输专业人员通过重新设计公交网络的规划过程,并以魁北克的朗格伊为例进行了研究。目前,Longueuil运营着一个门到门的网络,其目标是在保持现有公交车数量不变的情况下,转向以换乘为基础的高频服务。利用基于gis的网格单元模型,将捕获区域出行行为和网络性能的各种数据源叠加在一起,以确定优先公交走廊。我们进行了一系列分析,以衡量和量化建议的巴士网络重新设计所带来的预期和实际改善,包括覆盖分析、工作地点的可达性变化和旅行时间分析。工作的可及性是本分析中使用的关键绩效衡量标准,并作为规划人员和运输机构获得对拟议计划的支持的有用工具。这种方法为交通专业人员在进行公交网络重新设计时提供了一个灵活的、可复制的指导,同时确保这种网络大修最大限度地增加了居民乘坐公交的机会,并且不会给机构的运营预算增加额外的负担。
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引用次数: 4
Land use uncertainty in transportation forecast 交通预测中的土地利用不确定性
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-07-26 DOI: 10.5198/JTLU.2021.1853
H. Ševčíková, Brice G. Nichols
Using an integrated land use and travel model system implemented for the Puget Sound region in Washington state, a Bayesian Melding technique is applied to represent variations in land use outcomes, and is propagated into travel choices across a multi-year agent-based simulation. A scenario is considered where zoned capacity is increased around light rail stations. Samples are drawn from the posterior distribution of households to generate travel model inputs. They allow for propagation of land use uncertainty into travel choices, which are themselves assessed for uncertainty by comparing against observed data. Resulting travel measures of zonal vehicle miles traveled (VMT) per capita and light rail station boardings indicate the importance of comparing distributions rather than point forecasts. Results suggest decreased VMT per capita in zones near light rail stations and increased boardings at certain stations with existing development, and less significant impacts around stations with lower initial development capacity. In many cases, individual point level comparisons of scenarios would lead to very different conclusions. Altogether, this finding adds to a line of work demonstrating the policy value of incorporating uncertainty in integrated models and provides a method for assessing these variations in a systematic way.
使用为华盛顿州普吉特湾地区实施的综合土地利用和出行模型系统,应用贝叶斯融合技术来表示土地利用结果的变化,并在多年基于代理的模拟中传播到出行选择中。考虑在轻轨站周围增加分区容量的情况。从家庭的后验分布中抽取样本,以生成旅行模型输入。它们允许将土地利用的不确定性传播到旅行选择中,旅行选择本身通过与观测数据进行比较来评估不确定性。由此产生的人均区域车辆行驶里程(VMT)和轻轨站乘车量的出行测量表明了比较分布而非点预测的重要性。结果表明,轻轨站附近地区的人均VMT下降,现有开发的某些车站的上车人数增加,而初始开发能力较低的车站周围的影响较小。在许多情况下,对情景进行个别点级比较会得出截然不同的结论。总之,这一发现增加了一系列工作,证明了将不确定性纳入综合模型的政策价值,并提供了一种系统评估这些变化的方法。
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引用次数: 3
Impacts of light rail in a mid-sized city: Evidence from Olsztyn, Poland 轻轨对中等城市的影响:来自波兰Olsztyn的证据
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-07-23 DOI: 10.5198/JTLU.2021.1557
A. Radzimski, Jędrzej Gadziński
Investments in light rail transit (LRT) have become increasingly popular solutions to promote sustainable urban transportation. However, their impacts on cities are still subject to discussion in the academic community. There is a clear need to better understand the potential impacts of LRT projects, particularly in contexts other than major cities. In this study, we focus on the Olsztyn tram project, which has been implemented in a city of 173,000 residents situated in northeastern Poland. The paper combines different perspectives and data sources, including a study of residents’ stated preferences concerning travel behavior and modelling of housing price effects using the difference-in-differences approach. Our results suggest that the Olsztyn tram project led to a moderate change in travel behavior by increasing the frequency of public transport use but did not result in a substantial shift away from car commuting. Concerning the property market, a decline in prices was observed during the construction phase, but no statistically significant effects were found after completion.
投资轻轨交通(LRT)已成为促进可持续城市交通的越来越受欢迎的解决方案。然而,它们对城市的影响仍有待于学术界的讨论。显然需要更好地了解轻轨项目的潜在影响,特别是在大城市以外的环境中。在这项研究中,我们重点关注Olsztyn有轨电车项目,该项目已在波兰东北部一座拥有173000名居民的城市实施。该论文结合了不同的视角和数据来源,包括对居民对旅行行为的既定偏好的研究,以及使用差异中的差异方法对房价效应进行建模。我们的研究结果表明,Olsztyn有轨电车项目通过增加公共交通的使用频率,导致了出行行为的适度变化,但并没有导致从汽车通勤的实质性转变。关于房地产市场,在施工阶段观察到价格下降,但竣工后没有发现统计上的显著影响。
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引用次数: 1
Infrastructure is not enough: Interactions between the environment, socioeconomic disadvantage, and cycling participation in England 基础设施还不够:英国环境、社会经济劣势和自行车参与之间的相互作用
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-07-05 DOI: 10.5198/JTLU.2021.1781
Eugeni Vidal Tortosa, Robert T. Lovelace, E. Heinen, R. Mann
Cycling can be particularly beneficial for socioeconomically disadvantaged populations. First, because it can allow them to access opportunities that by other modes they may not afford. Secondly, because it can increase their physical activity levels and, consequently, improve their health. We analyse the extent to which socioeconomic disadvantage impacts on cycling participation in England, for both leisure and utility cycling. Then, we explore the extent to which this impact could be explained by the environment in which disadvantaged populations live.  The study population includes 167,178 individuals, residing in 2,931 areas, and 326 Local Authorities. Data on individual factors were drawn from the Active Lives Survey, and data on environmental factors from several sources. Descriptive statistics and multilevel logistic models were estimated. The likelihood of cycling is lower among people living in deprived areas than among people living in non-deprived areas. This difference is significant for leisure, but also for utility cycling when controlling for individual and environmental factors. The study also found that cycling infrastructure and greater levels of cyclability are higher in deprived areas than in non-deprived areas. This suggests that infrastructure and cyclability are not enough to increase cycling levels among disadvantaged populations. Further research on other barriers to cycling among disadvantaged populations is required.
骑自行车对社会经济上处于不利地位的人群尤其有益。首先,因为它可以让他们获得通过其他方式可能无法获得的机会。其次,因为它可以增加他们的身体活动水平,从而改善他们的健康。我们分析了社会经济劣势对英国自行车参与的影响程度,包括休闲和公用自行车。然后,我们探讨了这种影响在多大程度上可以用弱势群体生活的环境来解释。研究人口包括167,178人,居住在2,931个地区和326个地方当局。个人因素的数据来自积极生活调查,环境因素的数据来自多个来源。估计了描述性统计和多级逻辑模型。生活在贫困地区的人骑自行车的可能性低于生活在非贫困地区的人。这种差异在休闲方面是显著的,但在控制个人和环境因素的情况下,这种差异也适用于效用骑行。研究还发现,贫困地区的自行车基础设施和可骑行性水平高于非贫困地区。这表明基础设施和可骑行性不足以提高弱势群体的骑行水平。需要进一步研究阻碍弱势群体骑自行车的其他障碍。
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引用次数: 6
Spatial parameters for transportation: A multi-modal approach for modelling the urban spatial structure using deep learning and remote sensing 交通空间参数:基于深度学习和遥感的多模式城市空间结构建模方法
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-07-05 DOI: 10.5198/JTLU.2021.1855
Dorothee Stiller, M. Wurm, Thomas Stark, P. d’Angelo, Karsten Stebner, S. Dech, H. Taubenböck
A significant increase in global urban population affects the efficiency of urban transportation systems. Remarkable urban growth rates are observed in developing or newly industrialized countries where researchers, planners, and authorities face scarcity of relevant official data or geo-data. In this study, we explore remote sensing and open geo-data as alternative sources to generate missing data for transportation models in urban planning and research. We propose a multi-modal approach capable of assessing three essential parameters of the urban spatial structure: buildings, land use, and intra-urban population distribution. Therefore, we first create a very high-resolution (VHR) 3D city model for estimating the building floors. Second, we add detailed land-use information retrieved from OpenStreetMap (OSM). Third, we test and evaluate five experiments to estimate population at a single building level. In our experimental set-up for the mega-city of Santiago de Chile, we find that the multi-modal approach allows generating missing data for transportation independently from official data for any area across the globe. Beyond that, we find the high-level 3D city model is the most accurate for determining population on small scales, and thus evaluate that the integration of land use is an inevitable step to obtain fine-scale intra-urban population distribution.
全球城市人口的显著增长影响着城市交通系统的效率。在发展中国家或新兴工业化国家,研究人员、规划者和当局面临相关官方数据或地理数据匮乏的问题,可以观察到显著的城市增长率。在这项研究中,我们探索遥感和开放地理数据作为替代来源,为城市规划和研究中的交通模型生成缺失数据。我们提出了一种能够评估城市空间结构三个基本参数的多模式方法:建筑、土地利用和城市内部人口分布。因此,我们首先创建了一个非常高分辨率(VHR)的3D城市模型,用于估计建筑楼层。其次,我们添加了从OpenStreetMap(OSM)中检索到的详细土地使用信息。第三,我们测试和评估了五个实验,以估计单个建筑水平上的人口。在我们为智利特大城市圣地亚哥进行的实验中,我们发现,多模式方法可以独立于全球任何地区的官方数据生成缺失的交通数据。除此之外,我们发现高水平的三维城市模型对于小规模人口的确定是最准确的,因此评估土地利用的整合是获得精细规模城市内人口分布的必然步骤。
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引用次数: 5
How does neighborhood walkability affect obesity? The mediating role of commute mode 社区步行能力如何影响肥胖?通勤模式的中介作用
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-06-30 DOI: 10.5198/jtlu.2021.1948
Wenyue Yang, Xin Zhen, Suhong Zhou
The walkability of a neighborhood is closely related to residents’ travel behavior and daily life and, ultimately, their health and wellbeing. Although existing studies in this area have reached some enlightening conclusions, few of them have considered residents’ travel attitudes and preferences, or the mediating role of commute mode. Do travel attitudes and preferences matter in the relationship between neighborhood walkability and residents being obese? How does commute mode work as a mediator? To answer these questions, based on the 2019 travel survey data in Guangzhou, this paper uses the Multilevel Linear Model (MLM) to examine the association between neighborhood walkability and residents’ body mass index (BMI). Furthermore, the Mediation Model is used to identify the mediating role of commute mode in the relationship between walkability and BMI. The results show that (1) travel attitudes and preferences do affect the individual’s BMI through the mediator of commute mode. (2) After controlling the individual socio-demographics and travel attitudes and preferences, neighborhood walkability has a significant negative effect on BMI. Meanwhile, walkability has a significant positive effect on the use of non-private motorized commute modes. Non-private motorized commute modes have a significant negative effect on BMI. (3) The mediating effect of commute mode in the relationship of neighborhood walkability with the individual’s BMI is significant. The proportion of mediation is 32.90%. Insights into the relationship between neighborhood walkability, commute mode, and individual BMI highlight the importance of walkable neighborhoods that encourage people to use healthy commute modes.
社区的可步行性与居民的出行行为和日常生活密切相关,最终与他们的健康和福祉密切相关。尽管现有的这方面的研究已经得出了一些有启发性的结论,但很少有研究考虑到居民的出行态度和偏好,或者通勤模式的中介作用。出行态度和偏好在社区可步行性和居民肥胖之间的关系中重要吗?通勤模式如何作为中介发挥作用?为了回答这些问题,本文基于2019年广州市的出行调查数据,使用多层线性模型(MLM)来检验社区可步行性与居民体重指数(BMI)之间的关系。此外,中介模型还用于确定通勤模式在步行能力和BMI之间关系中的中介作用。研究结果表明:(1)旅行态度和偏好确实通过通勤模式的中介影响个体的BMI。(2) 在控制了个人社会人口统计、旅行态度和偏好后,社区步行能力对BMI有显著的负面影响。同时,可步行性对非私人机动通勤模式的使用具有显著的积极影响。非私人机动通勤模式对BMI有显著的负面影响。(3) 通勤模式在社区步行能力与个体BMI关系中的中介作用是显著的。调解的比例为32.90%。对社区可步行性、通勤模式和个人BMI之间关系的深入研究突显了可步行社区的重要性,鼓励人们使用健康的通勤模式。
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引用次数: 1
Modeling household relocation choice: An egalitarian bargaining approach and a comparative study 家庭迁移选择模型:一种平等的讨价还价方法和比较研究
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-06-20 DOI: 10.5198/jtlu.2021.1733
Mingzhu Yao, Donggen Wang
Accompanying the rapid urban expansion and fast population growth is a progressive trend of residential relocation in developing countries, which necessitates a thorough understanding of households’ relocation decisions. Previous studies generally treated home relocation as an individual or unitary household decision, ignoring the interactive and collaborative decision-making mechanisms that household members may adopt when making group decisions. In view of this research gap, this study examines the feasibility of applying the egalitarian bargaining approach to simulating households’ group decisions concerning residential relocation and further compares its performance with the Nash bargaining and the conventional utilitarian approach. Moreover, the study experiments with the possibility of accommodating three possible group decision-making mechanisms using the latent class modeling framework. The proposed modeling approaches are applied to an empirical case study in Beijing. Results show that models based on the egalitarian and Nash bargaining principles have better model fits than the utilitarian principle, suggesting the importance of considering egalitarianism when modeling household members’ collaborative choice on residential relocation. Moreover, the model based on Nash bargaining has the best model fit, indicating that instead of merely seeking egalitarianism or utilitarianism, household members are more likely to strike a balance between fairness and efficiency.
在发展中国家,伴随着城市的快速扩张和人口的快速增长,住宅迁移是一个渐进的趋势,这就需要对家庭迁移决策进行深入的了解。以往的研究一般将家庭搬迁视为个体或单一的家庭决策,忽略了家庭成员在进行群体决策时可能采用的互动和协作决策机制。针对这一研究缺口,本研究探讨了应用平等议价方法模拟家庭群体搬迁决策的可行性,并进一步将其与纳什议价和传统功利主义方法的表现进行了比较。此外,本研究还利用潜在类别建模框架对三种可能的群体决策机制进行了可行性实验。并以北京市为例进行了实证研究。结果表明,基于平均主义和纳什议价原则的模型比基于功利主义原则的模型具有更好的模型拟合性,这表明在建立家庭成员合作搬迁选择模型时考虑平均主义的重要性。此外,基于纳什议价的模型具有最佳的模型拟合性,这表明家庭成员不只是追求平均主义或功利主义,而是更有可能在公平与效率之间取得平衡。
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引用次数: 4
Parking and competition for space in urban neighborhoods: Residents’ perceptions of traffic and parking-related conflicts 城市社区的停车和空间竞争:居民对交通和停车相关冲突的看法
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-06-08 DOI: 10.5198/JTLU.2021.1870
F. Kirschner
The infrastructure for parking and parked cars themselves (e.g., parked cars blocking bike lanes and sidewalks or the visibility range) can lead to conflicts for pedestrians and cyclists. The perception of conflicts could discourage walking and cycling in neighborhoods and undermine municipalities’ efforts to provide more sustainable urban mobility. The aim of this study was therefore to analyze the effect of on-street car parking in urban neighborhoods on perceived parking and traffic-related conflicts. In addition, it examines in what way the intention to reduce one’s car use influences the perception of the conflicts (Stage Model of Self-Regulated Behavior Change (SSBC)). A household survey was conducted in the inner-city neighborhood of Frankfurt-Bornheim, Germany (N=1027). The residents most often observed the conflicts in which parked cars impeded walking and cycling as well as situations in which pedestrians felt threatened by cyclists biking on the sidewalk. Results from multiple linear regression models revealed that the influencing factors for the perception of conflicts were the use of different means of transportation and the intention to change one’s behavior (SSBC model) to reduce car use rather than car ownership. In addition, a resident’s age and household structure seemed to affect awareness of conflicts in which pedestrians and cyclists were involved. The results suggest a group-serving bias, meaning that the residents mostly observed those conflicts that they did not cause. A separate infrastructure for pedestrians and cyclists could help prevent most of the conflicts described in this study.
停车和停放汽车的基础设施本身(例如,停放的汽车阻塞了自行车道和人行道或能见度范围)可能导致行人和骑自行车的人发生冲突。对冲突的感知可能会阻碍在社区步行和骑自行车,并破坏市政当局为提供更可持续的城市交通所做的努力。因此,本研究的目的是分析城市社区路边停车对感知停车和交通相关冲突的影响。此外,它还研究了减少汽车使用的意图如何影响对冲突的感知(自我调节行为改变阶段模型(SSBC))。在德国法兰克福-博恩海姆市中心附近进行了一项家庭调查(N=1027)。居民们最常看到的是停放的汽车阻碍步行和骑自行车的冲突,以及行人感到受到在人行道上骑自行车的人的威胁的情况。多元线性回归模型的结果显示,影响冲突感知的因素是使用不同的交通工具和改变行为的意愿(SSBC模型),以减少汽车的使用,而不是汽车的拥有。此外,居民的年龄和家庭结构似乎会影响对行人和骑自行车的人所涉及的冲突的认识。结果显示了一种群体服务偏见,这意味着居民大多观察到那些不是他们引起的冲突。为行人和骑自行车的人提供单独的基础设施可以帮助防止本研究中描述的大多数冲突。
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引用次数: 1
Evaluation of the land value-added benefit brought by urban rail transit: The case in Changsha, China 城市轨道交通土地增值效益评价——以长沙市为例
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-05-10 DOI: 10.5198/JTLU.2021.1645
Wenbin Tang, Qingbin Cui, Feilian Zhang, Hongyan Yan
Accurate evaluation of land value-added benefit brought by urban rail transit (URT) is critical for project investment decision making and value capture strategy development. Early studies have focused on the value impact strength under the assumption of the same impact range for all stations. However, the value impact range at different stations may vary owing to different accessibilities. Therefore, the present study releases this assumption and incorporates the changed impact range into the land value-added analysis. It presents a method to determine the range of land value-added impact and sample selection using the generalized transportation cost model, then spatial econometric models are further developed to estimate the impact strength. On the basis of these models, the entire value-added benefit brought by URT is evaluated. A case study of the Changsha Metro Line 2 in China is discussed to demonstrate the procedure, model, and analysis of spatial impact. The empirical analysis shows a dumbbell-shaped impact on the land value-added benefit along the transit line with a distance-dependent pattern at each station. In addition, the land value-added benefit from Changsha Metro Line 2 reached 12.099 billion USD. Lastly, two main value-added benefit capture modes are discussed, namely, land integration development and special land tax.
准确评估城市轨道交通带来的土地增值效益对项目投资决策和价值捕获战略的制定至关重要。早期的研究集中在假设所有站点的冲击范围相同的情况下的数值冲击强度上。然而,由于可及性的不同,不同车站的价值影响范围可能会有所不同。因此,本研究释放了这一假设,并将变化后的影响范围纳入土地增值分析。提出了一种利用广义运输成本模型确定土地增值影响范围和样本选择的方法,然后进一步发展了空间计量模型来估计影响强度。在这些模型的基础上,对城市轨道交通带来的整体增值效益进行了评价。以中国长沙地铁2号线为例,阐述了空间影响的程序、模型和分析。实证分析表明,各站点对沿线土地增值效益的影响呈哑铃形,且具有距离依赖性。此外,长沙地铁2号线的土地增值收益达到120.99亿美元。最后,讨论了两种主要的增值收益获取模式,即土地一体化开发和土地专项税。
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引用次数: 6
Impacts of high-speed rail development on urban land expansion and utilization intensity in China 高铁发展对中国城市土地扩张和利用强度的影响
IF 1.9 4区 工程技术 Q1 Social Sciences Pub Date : 2021-05-09 DOI: 10.5198/JTLU.2021.1804
Xin Li, Xiaodong Ma
Urban land expansion (ULE) is a crucial factor for socioeconomic and environmentally sustainable development. However, nowadays, the unprecedented scale of high-speed railway (HSR) construction in China could exert an important influence on ULE. This manuscript first reveals the influence mechanism of HSR on ULE and then employs difference-in-difference (DID) models to investigate this effect based on the data of 280 prefectures and above level cities of 2001-2016. We analyze that HSR exerts a joint effect on ULE from the territorial and local levels and then affects urban land-use intensity (ULUI). HSR opening and HSR station distance both have notably positive effects on ULE, with elastic coefficients of 4.1% and 0.5%, respectively. HSR opening and HSR station distance also both exert positive effects on ULE of the central, eastern region cities and large cities of China, while for the western region and small to medium cities, they are not significant. The impact of HSR station distance on ULUI is negative with a significance level of 0.073, while the impact of HSR opening on ULUI is not significant. Lastly, relevant policy implications are proposed to alleviate urban land waste and spatial disequilibrium under the context of HSR building. This study can provide an important basis for sustainable urban land allocation.
城市用地扩张是实现社会经济和环境可持续发展的重要因素。然而,如今中国高速铁路(HSR)建设的空前规模可能对ULE产生重要影响。本文首先揭示了高铁对大学效率的影响机制,然后基于2001-2016年280个地级市及以上城市的数据,采用差分差分(DID)模型对高铁对大学效率的影响进行了研究。本文从国土和地方两个层面分析了高铁对城市土地利用强度的共同影响,进而影响城市土地利用强度。高铁开通量和高铁站位距离对ULE均有显著的正向影响,弹性系数分别为4.1%和0.5%。高铁开通和站点距离对中国中东部地区城市和大城市的ULE均有正向影响,而对西部地区和中小城市的ULE影响不显著。高铁站点距离对城市居民满意度的影响为负,显著性水平为0.073,而高铁开通对城市居民满意度的影响不显著。最后,提出了缓解高铁建设背景下城市土地浪费和空间失衡的相关政策建议。该研究可为城市土地可持续配置提供重要依据。
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引用次数: 4
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