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Spnaf: An R package for analyzing and mapping the hotspots of flow datasets Spnaf:用于分析和绘制流量数据集热点的 R 软件包
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-21 DOI: 10.1177/23998083241276021
Hui Jeong Ha, Youngbin Lee, Kyusik Kim, Sohyun Park, Jinhyung Lee
This paper introduces {spnaf} (spatial network autocorrelation for flows), an R package designed for the hotspot analysis of flow (e.g., human mobility, transportation, and animal movement) datasets based on Berglund and Karlström’s G index. We demonstrate the utility of the {spnaf} package through two example analyses by data forms: 1) bike-sharing trip patterns in Columbus, Ohio, USA, using polygon data, and 2) U.S. airports’ passenger travel patterns, using point data. The {spnaf} is available for download from the Comprehensive R Archive Network (CRAN), which contains a vignette and sample data/code for immediate use. This package addresses limitations in existing spatial analysis packages and emphasizes its efficiency in detecting flow hotspots. It is highly applicable in various urban and geographic data science applications. {spnaf} is still in its early stages and we hope that interested readers can contribute to the development and enhancement of the package.
本文介绍了{spnaf}(流动的空间网络自相关性),这是一个基于 Berglund 和 Karlström 的 G 指数设计的 R 软件包,用于对流动(如人类流动、交通和动物移动)数据集进行热点分析。我们通过两个数据形式的分析示例展示了 {spnaf} 软件包的实用性:1)美国俄亥俄州哥伦布市的共享单车出行模式(使用多边形数据);2)美国机场的旅客出行模式(使用点数据)。{spnaf}可从 R 综合存档网络(CRAN)下载,其中包含可立即使用的小节和样本数据/代码。该软件包解决了现有空间分析软件包的局限性,并强调其在检测流量热点方面的效率。它非常适用于各种城市和地理数据科学应用。{spnaf}目前仍处于早期阶段,我们希望感兴趣的读者能为软件包的开发和改进献计献策。
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引用次数: 0
Multidimensional factors correlated with population changes according to city size in Japan 日本城市规模与人口变化相关的多维因素
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-19 DOI: 10.1177/23998083241274381
Haruka Kato
Many developed countries need to plan urban policies based on multidimensional factors related to population change. However, empirical research has been inconsistent with respect to identifying these factors, including economic-, social-, and urban-planning-related factors. The purpose of this study is to clarify the nonlinear multidimensional factors that are correlated with population changes according to the city size. In the analysis, the population change rate was defined as the outcome variable, and 269 economic, social, and educational index (ESE index) were used as predictor variables. Data were stratified according to three city sizes. Using the ESE index, the XGBoost algorithm was used to analyze the nonlinear relationship between the population change rate and multidimensional data. As a key result, population changes were strongly correlated with social-related indicators, such as the population change rate among persons ages 0–14 years in small-sized cities, the natural population change rate in medium-sized cities, and the migration change rate in large-sized cities. Regarding the population decline, Japan has 1304 shrinking cities, which are primarily comprised of medium-sized and small-sized cities. In such cities, other than social-related factors, population changes correlated with the financial strength index as an economic-related factor in medium-sized cities and the designation of underpopulated areas as an urban-planning-related factor in small-sized cities. Among the multidimensional factors, cities of different sizes were characterized by factors other than social-related indicators. These multifaceted factors could provide preliminary insights for urban policymakers to explore various policy measures on which they need to focus, depending on the city’s size.
许多发达国家需要根据与人口变化相关的多维因素来规划城市政策。然而,在确定这些因素(包括经济、社会和城市规划相关因素)方面,实证研究并不一致。本研究旨在根据城市规模阐明与人口变化相关的非线性多维因素。在分析中,人口变化率被定义为结果变量,269 个经济、社会和教育指数(ESE 指数)被用作预测变量。数据按照三个城市规模进行分层。利用 ESE 指数,采用 XGBoost 算法分析人口变化率与多维数据之间的非线性关系。主要结果是,人口变化与社会相关指标密切相关,如小型城市 0-14 岁人口变化率、中型城市人口自然变化率和大型城市人口迁移变化率。在人口减少方面,日本有 1304 个萎缩城市,其中主要是中小城市。在这些城市中,除社会相关因素外,人口变化还与中型城市的经济相关因素--财政实力指数和小型城市的城市规划相关因素--人口不足地区的划定相关。在多维因素中,除社会相关指标外,不同规模的城市还存在其他因素。这些多维因素可为城市决策者提供初步启示,帮助他们根据城市规模探索需要重点关注的各种政策措施。
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引用次数: 0
Mapping pedestrian network level outdoor heat hazard distributions in Philadelphia 绘制费城行人网络级室外热危害分布图
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-19 DOI: 10.1177/23998083241274391
Xiaojiang Li
With the rise of global temperature, many cities are suffering from more and more frequent extreme heat in hot summers. Quantitative information on the spatial distributions of urban heat has become more and more important for extreme heat mitigation and adaptation in cities. This study first investigated the fine-level heat hazard distributions at the sidewalk and building block level from the pedestrian perspective in Philadelphia, Pennsylvania. The urban microclimate modeling based on a high-resolution urban geometrical model was used to generate the 1m resolution outdoor heat hazard map in the study area. The sidewalk map was overlaid on the generated high-resolution heat hazard map to estimate the sidewalk level heat hazard. Based on the sidewalk level heat hazard map, this study further calculated the heat hazard level in the 400m walkshed along sidewalks for each building block. The building level hazard data were then aggregated at the census tract level to compare with the socioeconomic and racial/ethnic variables. The result shows that neighborhoods with higher proportion of African Americans have a higher heat hazard level in Philadelphia. This study would provide new insights for developing more thermally comfortable and pedestrian-friendly neighborhoods in the context of climate change.
随着全球气温的升高,许多城市在炎热的夏季遭受越来越频繁的极端高温之苦。城市热量空间分布的定量信息对于城市极端高温的减缓和适应变得越来越重要。本研究首先从行人视角出发,调查了宾夕法尼亚州费城人行道和建筑街区层面的热量危害分布。基于高分辨率城市几何模型的城市小气候建模被用来生成研究区域 1 米分辨率的室外热危害地图。在生成的高分辨率热危害地图上叠加人行道地图,以估算人行道层面的热危害。在人行道热危害地图的基础上,本研究进一步计算了每个建筑街区沿人行道 400 米范围内的热危害水平。然后将建筑物级别的热危害数据汇总到人口普查区级别,与社会经济和种族/族裔变量进行比较。结果表明,在费城,非裔美国人比例较高的社区热危害水平较高。这项研究将为在气候变化背景下开发热舒适度更高、行人更友好的社区提供新的见解。
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引用次数: 0
The rhythm of risk: Exploring spatio-temporal patterns of urban vulnerability with ambulance calls data 风险的节奏:利用救护车呼叫数据探索城市脆弱性的时空模式
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-14 DOI: 10.1177/23998083241272095
Mikhail Sirenko, Tina Comes, Alexander Verbraeck
Urban vulnerability is affected by changing patterns of hazards due to climate change, increasing inequalities, rapid urban growth and inadequate infrastructure. While we have a relatively good understanding of how urban vulnerability changes in space, we know relatively little about the temporal dynamics of urban vulnerability. This paper presents a framework to assess urban vulnerability over time and space to address this gap. We apply the framework to Amsterdam, Rotterdam, and The Hague, the Netherlands. Using high-resolution, anonymised ambulance calls and socio-economic, built environment, and proximity data, we identify three temporal patterns: ’Midday Peaks’, ’Early Birds’, and ’All-Day All-Night’. Each pattern represents a unique rhythm of risk arising from the interaction of people with diverse demographic and socio-economic backgrounds and the temporal flow of their daily activities within various urban environments. Our findings also highlight the polycentric nature of modern Dutch cities, where similar rhythms emerge in areas with varying population densities. Through these case studies, we demonstrate that our framework uncovers the spatio-temporal dynamics of urban vulnerability. These insights suggest that a more nuanced approach is necessary for assessing urban vulnerability and enhancing preparedness efforts.
城市脆弱性受到气候变化、不平等现象加剧、城市快速发展和基础设施不足所导致的灾害模式变化的影响。虽然我们对城市脆弱性在空间上的变化有了相对深入的了解,但对城市脆弱性在时间上的动态变化却知之甚少。本文提出了一个评估城市脆弱性的时空框架,以弥补这一不足。我们将该框架应用于荷兰的阿姆斯特丹、鹿特丹和海牙。利用高分辨率的匿名救护车呼叫以及社会经济、建筑环境和邻近性数据,我们确定了三种时间模式:中午高峰"、"早起的鸟儿 "和 "全天候"。每种模式都代表了一种独特的风险节奏,这种风险节奏来自于不同人口和社会经济背景的人群之间的互动,以及他们在不同城市环境中日常活动的时间流。我们的研究结果还凸显了现代荷兰城市的多中心性质,在人口密度不同的地区也出现了类似的节奏。通过这些案例研究,我们证明了我们的框架揭示了城市脆弱性的时空动态。这些见解表明,有必要采用更细致的方法来评估城市脆弱性并加强备灾工作。
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引用次数: 0
Decoding Namboothiri illams of Kerala: A shape grammar approach 解码喀拉拉邦的 Namboothiri illams:形状语法方法
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-13 DOI: 10.1177/23998083241271457
Linas Fathima A, Chithra K
The mana/ illam is a courtyard house typology found in the southern Indian state of Kerala, specific to the elite Namboothiri Brahmin community, who are members of the highest caste in the Hindu hierarchy, noted for their scholarship and wealth. These are highly decorated palatial houses built using timber or exposed laterite with sloped gable roofing designed to survive the heavy monsoons, expressive of Kerala’s rich vernacular and traditional architecture. This paper describes the language of mana/illam using shape grammar. To formulate the shape grammar, 36 samples of mana/illams across Kerala were architecturally documented, analysed, and their characteristics and differences in typology were determined. Three typologies of mana/illams are identified; spatial configurations, proportions, and hierarchy are examined, from which the vocabulary and rulesets for the shape grammar are formulated. Sixty-eight shape rules are defined across 20 stages. Sixty plan typologies of mana/illam are generated to illustrate the grammar.
Mana/ illam 是印度南部喀拉拉邦的一种庭院式房屋类型,是印度教最高种姓南博蒂里婆罗门精英社区的特有建筑,他们以学术和财富著称。这些装饰华丽的宫殿式房屋使用木材或裸露的红土建造,屋檐倾斜,旨在抵御季风的侵袭,展现了喀拉拉邦丰富的乡土和传统建筑风格。本文使用形状语法描述了马纳/伊拉姆语言。为了制定形状语法,我们对喀拉拉邦的 36 个马纳/illam 样品进行了建筑学记录和分析,并确定了它们在类型学上的特征和差异。确定了玛纳/岩的三种类型;研究了空间配置、比例和层次结构,并据此制定了形状语法的词汇和规则集。在 20 个阶段中定义了 68 种形状规则。生成了六十个 "法力"/"原型 "平面类型来说明语法。
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引用次数: 0
The Relative Probability of Facebook Friendship in the United States 美国 Facebook 好友关系的相对概率
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-12 DOI: 10.1177/23998083241272094
Shruthy Nair, Clio Andris
We mapped Facebook’s Social Connectedness Index (SCI) between adjacent counties in the Contiguous 48 U.S. States. The index is calculated as the number of Facebook friends between counties, divided by the product of active Facebook users in the two counties. The results follow regional science principles that tell us that fewer flows may occur across political (administrative) borders such as state boundaries, and between economic zones, including transition zones between metropolitan areas and hinterland boundaries. We also found low connectivity between adjacent counties that are divided by interstate highways and low connectivity within densely populated areas. High connectivity is found in rural areas, and areas of cultural significance, such as highly African American regions in the U.S. South and isolated regions in Appalachia.
我们绘制了美国 48 个毗邻州相邻县之间的 Facebook 社交联系指数 (SCI)。该指数的计算方法是:县与县之间的 Facebook 好友数除以两个县的 Facebook 活跃用户数的乘积。这些结果遵循了区域科学的原则,即跨越政治(行政)边界(如州边界)和经济区之间(包括大都市区和腹地边界之间的过渡区)的流动可能较少。我们还发现,被州际公路分割的相邻县之间的连通性较低,人口稠密地区内部的连通性也较低。在农村地区和具有重要文化意义的地区,如美国南部非洲裔美国人较多的地区和阿巴拉契亚偏僻地区,连接性较高。
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引用次数: 0
Accessibility derivative: Measuring the accessibility contribution of public transit routes 无障碍衍生品:衡量公共交通线路对无障碍环境的贡献
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-12 DOI: 10.1177/23998083241272098
Luyu Liu, Harvey J Miller
Accessibility is one of the most essential objectives of public transit systems as the transit service’s useability and service quality. The accessibility of transit systems as a whole is well understood; however, it is still unclear how each route contributes to the system-wide accessibility. Meanwhile, with a higher risk of disruptions and more uncertainties from climate change and other disruptions, there is an urgent need to systematically study the impacts of service change with the contribution of each route to general accessibility. To address this gap, we introduce the accessibility derivative, a model-agnostic measure of the contribution of each route in a transit system. We define the derivative of a route as the systemwide change in accessibility after removing the route from the system. We demonstrate how to calculate the derivative numerically from widely available public transit schedule and automated passenger count data. The measure reflects the inherent structure of a transit system and reveals the impacts of potential route-level service changes. The results provide firsthand evidence on public transit assessment and planning, including performance assessment, schedule redesign, and planning transfers.
无障碍是公共交通系统最基本的目标之一,因为它关系到公交服务的可用性和服务质量。人们对公交系统整体的可达性有了很好的理解,但仍不清楚每条线路对整个系统可达性的贡献。同时,随着气候变化和其他干扰因素带来的更高干扰风险和更多不确定性,迫切需要系统地研究服务变化的影响以及各条线路对总体可达性的贡献。为了弥补这一不足,我们引入了可达性导数,这是一种与模型无关的衡量公交系统中每条线路贡献的方法。我们将一条线路的导数定义为从系统中删除该线路后整个系统的可达性变化。我们演示了如何通过广泛可用的公共交通时刻表和自动乘客计数数据来计算导数。该指标反映了公交系统的内在结构,并揭示了潜在的线路级服务变化所带来的影响。这些结果为公共交通评估和规划提供了第一手证据,包括绩效评估、时刻表重新设计和换乘规划。
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引用次数: 0
Intentional travel group and social network: Identification and dynamics during a pandemic 有意旅行的群体和社会网络:大流行病期间的识别和动态
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-12 DOI: 10.1177/23998083241271453
Mingzhi Zhou, Shuyu Lei, Jiangyue Wu, Hanxi Ma, David M Levinson, Jiangping Zhou
Using multiday continuous smartcard data in 2020, we investigate group-based travel in Hong Kong metro system by identifying metro riders intentionally traveling in groups (ITGs). ITGs serve as our proxies for citywide physical social interactions. Considering ITG members are interrelated through group-based trips, we construct a social network (an ITG network) formed by ITGs to explore the network properties and structures of ITG activities. Examining ITGs both before and during the COVID-19 pandemic, we measure the spatial patterns of ITGs and their dynamics across locales and over time. We find that the degree of the ITG network follows a heavy-tailed distribution. The network size and interconnections vary across time. Some ITG members are more influential vertices than others in maintaining the networks’ topological properties. We illustrate how new data and methods can be used to explore in-person interactions and social activity patterns in transit-reliant cities.
我们利用 2020 年的多日连续智能卡数据,通过识别有意结伴出行的地铁乘客(ITGs),研究了香港地铁系统中基于群体的出行情况。ITGs 是全市范围内实际社交互动的代用指标。考虑到 ITG 成员通过集体出行相互关联,我们构建了一个由 ITG 组成的社会网络(ITG 网络),以探索 ITG 活动的网络属性和结构。在研究 COVID-19 大流行之前和期间的 ITG 时,我们测量了 ITG 的空间模式及其在不同地区和不同时间的动态变化。我们发现 ITG 网络的程度呈重尾分布。网络规模和相互联系随时间而变化。在维持网络拓扑特性方面,一些 ITG 成员比其他成员更有影响力。我们说明了如何利用新的数据和方法来探索依赖交通的城市中的人际互动和社会活动模式。
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引用次数: 0
Modelling sprawl in a medium-sized urban area considering the future arrival of autonomous vehicles 考虑到未来自动驾驶汽车的到来,模拟中型城市地区的无序扩张情况
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-09 DOI: 10.1177/23998083241272664
Rubén Cordera, Soledad Nogués, Esther González-González, José Luis Moura
Cities may undergo important changes in the coming years driven by various economic, social, and technological innovations, such as those related to autonomous mobility. Among other effects, autonomous vehicles may affect morpho-functional patterns of urban development and, especially, may reinforce or reduce dispersed development patterns, which have been relevant in many cities, particularly in the last decades. In order to offer an assessment of these possible effects, we propose a new urban sprawl index to measure the degree of dispersion/concentration of settlements in the medium-sized urban area of a Spanish city (Santander, Cantabria). Further, we explain the distribution of this index by means of a regression model, showing that variables such as average household income, trip time to the main urban centre, or the percentage of people using cars to commute to work are relevant factors that correlate positively with urban sprawl. Finally, we apply the proposed model to different scenarios to examine how the development of autonomous mobility could affect the characteristics of the analysed settlements. The results obtained suggest that, in scenarios with higher car usage and longer trip times to the urban centre because of the larger number of circulating vehicles, the form of urban settlements, especially those at an intermediate distance from the urban core, could experience an increase in sprawl. Therefore, Autonomous Vehicles could promote, under certain conditions, an urban form with more sustainability problems.
未来几年,在各种经济、社会和技术创新(如与自动驾驶汽车相关的创新)的推动下,城市可能会发生重大变化。除其他影响外,自动驾驶汽车可能会影响城市发展的形态功能模式,特别是可能会加强或减少分散发展模式,而这种模式在许多城市都很常见,尤其是在过去几十年里。为了对这些可能的影响进行评估,我们提出了一种新的城市无计划扩展指数,用于衡量西班牙城市(坎塔布里亚省桑坦德市)中型城区居住区的分散/集中程度。此外,我们还通过回归模型解释了这一指数的分布情况,表明家庭平均收入、到主要城市中心的交通时间或使用汽车上下班的人口比例等变量是与城市无计划扩展呈正相关的相关因素。最后,我们将提出的模型应用于不同的情景,以研究自主交通的发展会如何影响所分析住区的特征。得出的结果表明,在汽车使用率较高、因循环车辆较多而导致前往城市中心的时间较长的情况下,城市住区的形式,尤其是那些与城市核心处于中间距离的住区,可能会出现无序扩张。因此,在某些条件下,自动驾驶汽车可能会促进产生更多可持续性问题的城市形态。
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引用次数: 0
Beyond the backyard: Unraveling the geographies of citizens’ engagement in digital participatory planning 后院之外:解读公民参与数字参与式规划的地理环境
IF 3.5 3区 经济学 Q2 ENVIRONMENTAL STUDIES Pub Date : 2024-08-08 DOI: 10.1177/23998083241271460
Anna Kajosaari, Martina Schorn, Kamyar Hasanzadeh, Tiina Rinne, Saana Rossi, Marketta Kyttä
Despite the emergence of virtual spaces as arenas for public participation, the geographies of digital participation have gained relatively little attention. Besides considering who participates and why, there is an evident gap in research considering the spatial relationships between the participants of digital urban planning processes and the spaces that are the subject of their participation. This paper proposes a working concept of the spatiality of participation that distinguishes between the spaces in which participation occurs, the spatial realities of the participants, and the spaces as objects of participatory planning. Relationships between these dimensions are investigated empirically with a Public Participation GIS study set in Espoo, Finland, involving 1,731 citizens and over 6,800 future planning and development ideas mapped across the city. The results of the study support prior research observing that e-participation has the potential to spatially expand participation processes both in terms of the involved public and the spatial knowledge they produce. However, our results also show that online participation may capture spatial ties between people and places that differ from those of traditional participation modes, ranging from place-protective behaviors close to the residential location to more casual spatial attachments.
尽管虚拟空间作为公众参与的舞台不断涌现,但数字参与的地理学却很少受到关注。除了考虑谁参与和为什么参与之外,在考虑数字城市规划过程的参与者与作为其参与主体的空间之间的空间关系方面,也存在着明显的研究空白。本文提出了参与空间性的工作概念,区分了参与发生的空间、参与者的空间现实以及作为参与式规划对象的空间。我们在芬兰埃斯波市开展了一项公众参与地理信息系统(GIS)研究,对这些维度之间的关系进行了实证调查,该研究涉及 1731 名市民和超过 6800 个绘制在整个城市中的未来规划和发展理念。研究结果支持了之前的研究,即电子参与有可能从参与的公众及其产生的空间知识两方面扩大参与过程的空间范围。不过,我们的研究结果还表明,在线参与可能会捕捉到人与地方之间的空间联系,这种联系与传统参与模式不同,既包括靠近居住地的地方保护行为,也包括更随意的空间依恋。
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引用次数: 0
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