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Towards full electrification of local public transport: A tool to guide strategies for implementing the electric charging network 实现地方公共交通全面电气化:电动充电网络实施战略指导工具
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-10-05 DOI: 10.1016/j.urbmob.2024.100088
Brunella Caroleo , Paolo Lazzeroni , Maurizio Arnone
This paper describes a methodology and a Decision Support Tool (DST) for the assessment of the impacts of future scenarios of public electric mobility on the electric Distribution Network (DN) of a city, aimed to support the implementation strategies of the electric charging network for the Local Public Transport (LPT).
The objective of the proposed tool is supporting the decision makers in estimating the effect of the future development of electromobility on the urban electric grid considering the evolution of both electric buses and their charging infrastructure.
Some scenarios for the development of electric charging infrastructure for LPT were identified together with the local public transport operator and the energy provider. The results, which are of interest to both the local Public Transport Operator (PTO) and the local Distribution System Operator (DSO), have been quantified for the city of Turin (Italy), but the methodology can be adopted in any urban context: DSOs and PTOs of each city can use the proposed tool as a support to define their public transport electrification strategies.
Some results from the case study examined in this paper (Turin, Italy) show that the energy demand related to the electrification of LPT on a typical weekday is about 45 MWh in 2030 (corresponding to 40 % e-bus), and about 90 MWh when the entire bus fleet is electric. It is also shown how more distributed recharging during the day (with intermediate recharging at the terminus) can dampen the energy/power peaks required at the depot compared to overnight recharging alone: a reduction of up to 27 % of energy demand at the depot is observed due to opportunity charging.
本文介绍了一种方法和一种决策支持工具(DST),用于评估未来公共电动交通对城市配电网络(DN)的影响,旨在支持当地公共交通(LPT)电动充电网络的实施战略。当地公共交通运营商(PTO)和当地配电系统运营商(DSO)都对这些结果很感兴趣,这些结果是针对都灵市(意大利)进行量化的,但该方法可用于任何城市环境:本文(意大利都灵)案例研究的部分结果表明,2030 年,典型工作日与 LPT 电气化相关的能源需求约为 45 兆瓦时(相当于 40% 的电动公交车),如果整个公交车队都是电动的,则约为 90 兆瓦时。此外,还显示了白天更多的分布式充电(在总站进行中间充电)与仅在夜间充电相比,如何抑制车厂所需的能源/电力峰值:由于机会充电,车厂的能源需求最多可减少 27%。
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引用次数: 0
LGBTQI+ safety perceptions in transit environments LGBTQI+ 在交通环境中的安全感
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-09-25 DOI: 10.1016/j.urbmob.2024.100087
Vania Ceccato , Gabriel Gliori , Catherine Sundling
This article seeks to investigate the nature of safety perceptions of train travellers, focusing on the experiences of transgender and gender-nonconforming individuals of the environments of railway stations and the way to them. This study makes use of descriptive statistics and binary logistic regression with a dataset specially tailored from a safety survey collected in 2022 in Southern Sweden. Large variations of travellers' safety perceptions are found in relation to the time of day and across transit environments, regardless of gender or any other individual attributes or characteristics relating to their particular trips. Previous victimisation impacts safety for all groups, but travellers fear crimes that are not common in transit situations. Women are more likely to be fearful, but the most fearful of all are women who identify themselves as LGBTQI+ /other. Such a pattern is not found in men, who declare themselves to be the safest of all travellers. The implications of these results are explored both in terms of future research questions and practical implications.
本文旨在调查火车旅客安全认知的性质,重点关注变性人和性别不符者对火车站环境和通往火车站道路的体验。本研究使用了描述性统计和二元逻辑回归,数据集是根据 2022 年在瑞典南部进行的安全调查专门定制的。研究发现,无论性别或任何其他个人属性或与其特定旅行相关的特征如何,旅客对一天中不同时间段和不同交通环境的安全感都存在很大差异。以前的受害经历对所有群体的安全都有影响,但旅客担心的犯罪在过境情况下并不常见。女性更容易感到恐惧,但其中最害怕的是自称为 LGBTQI+ / 其他身份的女性。男性则没有这种模式,他们认为自己是所有旅行者中最安全的。我们从未来的研究问题和实际意义两方面探讨了这些结果的影响。
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引用次数: 0
Parking search identification in vehicle GPS traces 车辆 GPS 轨迹中的停车搜索识别
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-08-20 DOI: 10.1016/j.urbmob.2024.100083
Siavash Saki, Tobias Hagen

The challenge of “cruising for parking” in urban areas has long been a subject of study, but existing research often relies on biased surveys or arbitrary assumptions in the absence of ground truth data. This paper addresses these gaps by introducing the first-ever collection of ground truth data on parking search durations gathered through a self-developed app. The dataset encompasses more than 3500 journeys collected in Germany, with approximately two-thirds of them ending in Frankfurt am Main. Utilizing this unique dataset, we developed a deep learning neural network model that accurately identifies parking search routes in GPS data and predicts search duration. Our model outperforms existing parking search identification models proposed in previous studies. The model’s efficacy is further evaluated on an independent park-and-visit dataset and then applied to a large-scale dataset from Frankfurt/Germany. This generates the first reliable statistics on parking search durations and reveals key insights about parking search patterns in this city. Notably, the predicted mean parking search duration from this extensive dataset, comprising over 860,000 journeys, is approximately 1.5 min. This work not only advances the field by providing a new data collection methodology and a superior predictive model but also offers a reusable framework that can be applied to other cities and datasets for broader urban mobility insights.

长期以来,在城市地区 "寻找停车位 "一直是一个研究课题,但现有研究往往依赖于有偏差的调查或任意假设,缺乏地面实况数据。本文首次通过自主开发的应用程序收集了停车位搜索时长的地面实况数据,从而弥补了这些不足。该数据集包括在德国收集的 3500 多段旅程,其中约三分之二的旅程以美因河畔法兰克福为终点。利用这个独特的数据集,我们开发了一个深度学习神经网络模型,该模型能准确识别 GPS 数据中的停车搜索路线,并预测搜索持续时间。我们的模型优于以往研究中提出的现有停车搜索识别模型。我们在一个独立的停车-访问数据集上进一步评估了该模型的有效性,然后将其应用于法兰克福/德国的大规模数据集。这首次生成了停车位搜索时长的可靠统计数据,并揭示了该城市停车位搜索模式的关键信息。值得注意的是,从这个包含超过 860,000 次出行的大型数据集中预测出的平均停车搜索持续时间约为 1.5 分钟。这项工作不仅通过提供新的数据收集方法和卓越的预测模型推动了该领域的发展,还提供了一个可重复使用的框架,可应用于其他城市和数据集,以获得更广泛的城市交通见解。
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引用次数: 0
Could the next generation of bike-sharing with autonomous bikes be financially sustainable? 下一代自动驾驶共享单车在财务上能否持续?
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-08-14 DOI: 10.1016/j.urbmob.2024.100084
Imen Haj Salah, Vasu Dev Mukku, Malte Kania, Tom Assmann, Hartmut Zadek

The field of transportation has undergone changes due to the advancements in technology and the pressing need for mobility solutions. As cities worldwide struggle with the challenges posed by population growth and environmental sustainability, it becomes imperative to introduce adaptive transportation options. The increasing traffic congestion in areas and concerns regarding air quality and carbon emissions emphasize the importance of finding sustainable solutions. In this regard we present the "On demand shared use bike sharing system (OSABS)" as an eco-friendly on-demand mobility alternative that has the potential to revolutionize transportation from its core. Self-driving bikes provide a solution by reducing traffic congestion and promoting sustainable modes of transport. Customers can easily reserve a bike through their smartphones and it comes directly to their location within the given time. The user will ride it manually and release it after usage. The bike then drives autonomously to the next destination. This service allows an environment-friendly door-to-door mobility solution.

This scientific paper focuses on examining the viability of autonomous cargo bike-sharing as a solution for urban transportation. A simulation model has been built to reproduce the OSABS operation using a case study for the city of Magdeburg. Through a set of experiments with different demand scenarios, we analysed and discussed the profitability and feasibility of this new service. These findings would be valuable, in the conversation about the future of transportation through providing important insights into how autonomous bike-sharing systems could be effectively implemented.

由于技术的进步和对交通解决方案的迫切需求,交通领域发生了变化。全球城市都在努力应对人口增长和环境可持续发展带来的挑战,因此引入适应性交通方案势在必行。日益严重的交通拥堵以及对空气质量和碳排放的担忧,都凸显了寻找可持续解决方案的重要性。为此,我们提出了 "按需共享自行车系统(OSABS)",作为一种环保的按需移动替代方案,它有可能从根本上彻底改变交通方式。自动驾驶自行车通过减少交通拥堵和推广可持续的交通方式提供了一种解决方案。用户可以通过智能手机轻松预订自行车,自行车会在规定时间内直接到达用户所在地。用户手动骑行,使用完毕后放行。然后,自行车自动驶向下一个目的地。这项服务提供了一种环保的门到门移动解决方案。这篇科学论文的重点是研究自主货运共享自行车作为城市交通解决方案的可行性。通过对马格德堡市的案例研究,我们建立了一个仿真模型来再现 OSABS 的运行。通过一系列不同需求场景的实验,我们分析并讨论了这项新服务的盈利能力和可行性。这些研究结果将为如何有效实施自主共享单车系统提供重要见解,从而对未来的交通对话具有重要价值。
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引用次数: 0
Data collection for microscopic modelling of urban parcel transport to and from establishments – empirical insights into city logistics in the region of Karlsruhe, Germany 为建立城市包裹往返运输的微观模型收集数据--对德国卡尔斯鲁厄地区城市物流的经验启示
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-08-08 DOI: 10.1016/j.urbmob.2024.100085
Lukas Barthelmes, Mehmet Emre Görgülü, Martin Kagerbauer, Peter Vortisch

City logistics plays a central role in supplying and disposing goods for establishments and residents in urban areas. However, the steadily rising demand for transporting goods puts cities under pressure. Hence, municipalities strive for alternative solutions for urban freight transport, especially parcel shipments on the first and last mile. Freight demand models are suitable to evaluate the transport-related effects of such solutions. However, developing those models requires a sufficient amount of data, which, to date, especially for establishments, cannot be covered in its necessary scope and accuracy by publicly available sources. Although parcel shipments to and from establishments make up to 40 % of the overall courier, express, and parcel market, these are often neglected in existing modelling approaches. Hence, in this study, we present a data collection concept for generating highly relevant data for the microscopic modelling of urban freight, i.e., parcel transport focusing on establishments. To reflect transport demand (i.e., establishments that need to have goods shipped) and transport supply (i.e., carriers that provide a transport service), a mixed-method approach is developed comprising complementary components. On the one hand, an online establishment survey is designed aiming to reveal disaggregated transport demand data for the subsequent modelling process. The survey focuses on the delivery and shipment characteristics of goods, such as temporal and spatial demand patterns. On the other hand, expert interviews are conceptualized to identify relevant patterns of transport supply carriers such as courier, express, and parcel service providers and shall further work as secondary data for the modelling process. The approach is applied in the region of Karlsruhe, Germany. It can be shown that the survey is generally suitable for generating freight transport data on a disaggregated level and that the mixed-method approach is capable of mutually validating the data obtained. However, our approach also emphasizes the necessity to conduct an establishment survey as a personal rather than a self-reporting interview, even if the costs are higher.

城市物流在为城市地区的企业和居民供应和处理货物方面发挥着核心作用。然而,持续增长的货物运输需求给城市带来了压力。因此,各城市都在努力寻求城市货物运输的替代解决方案,尤其是第一英里和最后一英里的包裹运输。货运需求模型适用于评估此类解决方案的运输相关影响。然而,开发这些模型需要足够多的数据,而迄今为止,特别是有关机构的数据,还无法从公开渠道获得必要的范围和准确性。虽然往来于企业的包裹运输占整个快递、快运和包裹市场的 40%,但现有的建模方法往往忽略了这些数据。因此,在本研究中,我们提出了一种数据收集概念,用于生成与城市货运(即以企业为中心的包裹运输)微观建模高度相关的数据。为了反映运输需求(即需要运输货物的机构)和运输供给(即提供运输服务的承运商),我们开发了一种由互补部分组成的混合方法。一方面,设计了一项在线企业调查,旨在为随后的建模过程提供分类运输需求数据。调查的重点是货物的交付和装运特征,如时间和空间需求模式。另一方面,专家访谈的概念是确定运输供应承运商(如快递、快运和包裹服务提供商)的相关模式,并进一步作为建模过程的辅助数据。该方法应用于德国卡尔斯鲁厄地区。结果表明,调查一般适用于生成货运分类数据,而且混合方法能够相互验证所获得的数据。不过,我们的方法也强调,即使成本较高,也有必要以个人而非自我报告访谈的方式进行机构调查。
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引用次数: 0
Co-designing urban mobility solutions in a socio-technical transition context: Guidelines for participative service design 在社会技术转型背景下共同设计城市交通解决方案:参与式服务设计指南
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-08-08 DOI: 10.1016/j.urbmob.2024.100086
Sérgio Pedro Duarte , Jorge Pinho de Sousa , Jorge Freire de Sousa

The evolution of urban morphology and urban mobility reveals a complex and multidimensional relation that has been historically linked to the evolution of technology and its influence on people's behaviour, desires, and needs. The increasing level of digitalization of human interactions in both social and work environments has created a new paradigm for urban mobility. Alongside, sustainability concerns are also accelerating the design of new policies for improving citizens’ quality of life in urban areas. To address this new paradigm, municipalities need to consider new methodologies encompassing the different dimensions of the urban environment. This can be achieved if key stakeholders participate in co-creating and co-designing new solutions for urban mobility. In this paper we propose a multidisciplinary approach to these problems, supported by service-dominant logic concepts. The approach was used to design the CoDUMIS framework that brings together four dimensions of urban areas (social, urban, technological, and organizational). The application of the framework to four distinct cases, in Portuguese municipalities, resulted in a set of guidelines that help municipalities to improve their services and policies in a participatory environment, involving all the stakeholders.

城市形态和城市流动性的演变揭示了一种复杂而多维的关系,这种关系历来与技术的演变及其对人们行为、愿望和需求的影响相关联。人类在社会和工作环境中的互动日益数字化,为城市交通创造了新的模式。与此同时,对可持续性的关注也在加速制定新的政策,以提高市民在城市地区的生活质量。为了应对这一新模式,市政当局需要考虑涵盖城市环境不同层面的新方法。如果主要利益相关者能参与共同创造和共同设计城市交通的新解决方案,就能实现这一目标。在本文中,我们提出了一种以服务主导逻辑概念为支撑的多学科方法来解决这些问题。该方法被用于设计 CoDUMIS 框架,该框架汇集了城市地区的四个维度(社会、城市、技术和组织)。将该框架应用于葡萄牙市政当局的四个不同案例后,形成了一套指导方针,帮助市政当局在所有利益相关者参与的参与性环境中改进其服务和政策。
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引用次数: 0
Low-fare public transport and modal shift – Lessons from Bonn, Germany 低票价公共交通和模式转变--德国波恩的经验教训
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-06-22 DOI: 10.1016/j.urbmob.2024.100082
Andreas Hahn , Christina Pakusch , Gunnar Stevens

The air quality in many German cities does not comply with EU-wide standards. Vehicle emissions, in particular, have been identified as an important cause of air pollution. As a result, driving bans for diesel vehicles with critical pollutant groups have been imposed by courts in many places in recent history. Against the backdrop of the growth of major German cities over the last few years, the question has become whether and how a change in the modal split in favor of more environmentally and climate-friendly public transport sector can be achieved. The Federal City of Bonn is one of five model cities that is testing measures to reduce traffic-related nitrogen dioxide emissions through a Climate Ticket as a mobility flat rate for one year for 365 €, which is part of the two-year "Lead City" project funded by the federal government. A quantitative survey (n = 1,315) of Climate Ticket users as well as the logistic regression carried out confirm that a change in individual mobility behavior in favor of public transport is possible by subsidizing the ticket price. The results show that individual traffic could be saved on the city's main congestion axes. In order to achieve a sustainable improvement in air quality, such a Climate Ticket must be granted on a permanent basis, with a well-designed mobility offer and must be generous in terms of the group of authorized persons and the area of validity.

德国许多城市的空气质量不符合欧盟标准。汽车尾气排放尤其被认为是造成空气污染的重要原因。因此,近来许多地方的法院都对含有重要污染物的柴油车辆实施了禁行令。在过去几年德国各大城市不断发展的背景下,能否以及如何改变交通模式,使之更有利于环保和气候友好型的公共交通行业成为了一个问题。联邦城市波恩是五个示范城市之一,该市正在测试通过气候票来减少与交通相关的二氧化氮排放的措施,气候票是由联邦政府资助的为期两年的 "领先城市 "项目的一部分,是一种一年365 欧元的统一交通票价。对气候票用户进行的定量调查(n = 1,315)以及进行的逻辑回归证实,通过对票价进行补贴,可以改变个人交通行为,使其更倾向于公共交通。结果表明,在城市的主要拥堵轴线上,个人交通流量可以减少。为了实现空气质量的可持续改善,这种气候票必须长期发放,提供精心设计的交通服务,并且在授权人群和有效区域方面必须宽松。
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引用次数: 0
Spillover effects in transit networks: A parameterized weight matrix spatial lagged approach 过境网络的溢出效应:参数化权重矩阵空间滞后法
IF 2.7 Q1 GEOGRAPHY Pub Date : 2024-06-20 DOI: 10.1016/j.urbmob.2024.100081
Paraskevas Nikolaou, Loukas Dimitriou

Public Transit (PT) systems aim to provide social, economic, and environmental benefits to modern cities offering reliable transportation service to users and ultimately reducing the problems related to traffic externalities due to car dependency. With the growing trend of urbanization and the associated phenomenon of cities’ sprawl being increasingly evident, significant attention should be given to understanding PT systems’ performance and then improving their efficiency. Considering the spatial characteristics of the PT system's performance promotes the environmentally friendly transport “character” that every city endeavors. This paper aims to incorporate the spatial spillover effects of a realistic PT system by augmenting information about the service network along with socio-economic variables, in a spatial demand-supply econometric framework. In detail, geographically separated demand and supply information on bus stops and lines was analyzed by a spatial econometric model, namely, the Spatial Lagged X (SLX) model which may be formatted so that can soundly handle, spatial and –in particular- network data like those coming from the General Transit Feed Specification (GTFS) protocol widely used in PT systems. The novelty and the importance of the proposed model rely on the ability to introduce transit network structure within the framework of spatial econometric regression, fostering the explanatory statistical analysis over networked information. The developed modeling approach was applied to the urban and rural PT system of Nicosia (Cyprus), incorporating the spatial spillover effects of the system over more than 1,500 bus stops, 40 lines, and 252 different but spatially connected postcode areas. The results of the SLX model were compared with other demand models of this form typically used, namely the Ordinary Least Square model and standard Spatial Autoregressive models, providing solid evidence of the benefits of incorporating the network structure in spatial demand modeling, giving valuable input for further planning purposes.

公共交通(PT)系统旨在为现代城市提供社会、经济和环境效益,为用户提供可靠的交通服务,并最终减少因依赖汽车而产生的交通外部性问题。随着城市化趋势的不断发展,与之相关的城市无序扩张现象也日益明显,了解公共交通系统的性能并提高其效率应得到高度重视。考虑到公共交通系统性能的空间特征,可以促进每个城市努力实现环境友好型交通 "特征"。本文旨在通过在空间需求-供给计量经济学框架中增加服务网络信息和社会经济变量,纳入现实公共交通系统的空间溢出效应。具体而言,本文通过空间计量经济模型,即空间滞后 X(SLX)模型,分析了公交站点和线路的地理分离需求和供给信息,SLX 模型的格式可以合理地处理空间数据,尤其是网络数据,如在公共交通系统中广泛使用的通用公交供给规范(GTFS)协议所提供的数据。所提模型的新颖性和重要性在于能够在空间计量经济学回归框架内引入公交网络结构,促进对网络信息的解释性统计分析。所开发的建模方法适用于尼科西亚(塞浦路斯)的城乡公共交通系统,将该系统的空间溢出效应纳入超过 1,500 个公交站点、40 条线路和 252 个不同但在空间上相互连接的邮政编码区域。SLX 模型的结果与通常使用的其他此类需求模型(即普通最小平方模型和标准空间自回归模型)进行了比较,为将网络结构纳入空间需求模型的益处提供了确凿证据,为进一步规划提供了有价值的信息。
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引用次数: 0
A MATSim model methodology to generate cycling-focused transport scenarios in England 采用 MATSim 模型方法生成英格兰以自行车为重点的交通方案
Q1 GEOGRAPHY Pub Date : 2024-06-01 DOI: 10.1016/j.urbmob.2024.100078
David Alvarez Castro , Alistair Ford , Philip James , Roberto Palacín , Dominik Ziemke

Climate change is considered the most pressing environmental challenge of our time, being transport one of the major contributors. Consequently, transport models are required to test different urban mobility policies that can shift travel to more sustainable transport modes (e.g., active modes). This paper focuses on the development of a validated agent-based model (MATSim) applying a novel open-source methodology to generate the main input datasets, easily transferrable to any region in England. Required input datasets (synthetic population and network) are described with a high level of detail, identifying the datasets and tools used to develop them, with special interest in the simulation of cycling routes. A new attribute (quietness) ranking roads for cycling depending on their built-environment characteristics was incorporated into the MATSim bicycle extension. The results obtained in this paper show the baseline transport model of the Tyne and Wear region (England), where discrepancies up to 3.5% in transport mode shares and minimal differences in vehicle counts in urban areas were obtained, and a realistic representation of the routes chosen by the agents using bicycles is obtained. This provides the basis for the development of similar MATSim implementation in other UK regions.

气候变化被认为是当代最紧迫的环境挑战,而交通是造成气候变化的主要因素之一。因此,需要交通模型来测试不同的城市交通政策,以便将出行方式转变为更可持续的交通模式(如主动模式)。本文重点介绍基于代理的有效模型(MATSim)的开发,该模型采用新颖的开源方法生成主要输入数据集,可轻松转移到英格兰的任何地区。对所需的输入数据集(合成人口和网络)进行了详细描述,确定了用于开发这些数据集的数据集和工具,特别关注自行车路线的模拟。在 MATSim 自行车扩展中加入了一个新的属性(安静度),根据建筑环境特征对道路进行骑行排名。本文获得的结果显示了泰恩和威尔地区(英格兰)的基线交通模型,在该模型中,交通模式份额的差异可达 3.5%,城市地区车辆数量的差异极小,并且真实地反映了使用自行车的代理所选择的路线。这为在英国其他地区开发类似的 MATSim 实施方案奠定了基础。
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引用次数: 0
Urban structure to determine equitable city growth for spatial justice: A case study of Chía-Bogotá, Colombia 城市结构决定城市公平增长,促进空间公正:哥伦比亚 Chía-Bogotá 案例研究
Q1 GEOGRAPHY Pub Date : 2024-06-01 DOI: 10.1016/j.urbmob.2024.100080
Vasco Barbosa , Mónica Suárez , Jorge Cerda , Ulf Thoene

The evolution of land use occupancy in various cities worldwide is swift. Land-use planning processes are still recent in most Latin American countries with significant socio-spatial inequalities. Due to rapid urban growth and real estate pressure, peri-urban areas of metropolises become susceptible to economic interests that can disrupt land use and municipal planning. Therefore, considering spatial justice, it is crucial to analyse possible future urban scenarios regarding socio-economic activities and their spatial distributions. This research seeks to define optimal locations and suitable urban growth areas, ensuring socio-spatial equity and justice. The study area is the municipality of Chia, on the outskirts of the metropolis of Bogota, Colombia, where the research proposes an analysis of urban morphology and the (social) intensity of activities and infrastructure. As a methodology, space syntax and the distribution of residential and non-residential activity data are applied through a predictive model. The study concludes that future mitigation of urban inequalities based on land use will be difficult to achieve owing to the location of urban sprawl areas.

全世界各个城市的土地使用占用情况发展迅速。在社会空间不平等现象严重的大多数拉丁美洲国家,土地使用规划进程仍然刚刚起步。由于城市的快速发展和房地产的压力,大都市的城市周边地区很容易受到经济利益的影响,从而扰乱土地使用和市政规划。因此,考虑到空间正义,分析未来城市可能出现的社会经济活动及其空间分布情况至关重要。本研究旨在确定最佳地点和合适的城市增长区域,确保社会空间的公平和公正。研究区域是哥伦比亚波哥大市郊的奇亚市,研究建议对该市的城市形态以及活动和基础设施的(社会)强度进行分析。作为一种方法,空间合成以及住宅和非住宅活动数据的分布通过一个预测模型得以应用。研究得出结论,由于城市无序扩张区域的位置,未来将很难实现基于土地利用的城市不平等的缓解。
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引用次数: 0
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