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A method to create a synthetic population with social networks for geographically-explicit agent-based models 一种为地理明确的基于代理的模型创建具有社会网络的合成人口的方法
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-02-14 DOI: 10.1007/s43762-022-00034-1
Na Jiang, A. Crooks, Hamdi Kavak, Annetta Burger, W. Kennedy
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引用次数: 4
Two lower-bounding algorithms for the p-center problem in an area 区域p中心问题的两个下界算法
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-24 DOI: 10.1007/s43762-021-00032-9
Yanchao Liu
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引用次数: 3
Deriving intercity human flow pattern and mechanism based on cell phone location data: case study of Guangdong Province, China 基于手机定位数据的城际人口流动模式与机制研究——以广东省为例
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-21 DOI: 10.1007/s43762-022-00033-2
L. Zhuo, Zhuo Chen, Chengzhuo Wu, Qingli Shi, Zhihui Gu, Haiyan Tao, Qiuping Li
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引用次数: 2
Effects of traffic signal coordination on the safety performance of urban arterials 交通信号协调对城市主干道安全性能的影响
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-10 DOI: 10.1007/s43762-021-00029-4
Rui Yue, Guangchuan Yang, Yichen Zheng, Yuxin Tian, Z. Tian
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引用次数: 1
The Metaverse as a virtual form of data-driven smart cities: the ethics of the hyper-connectivity, datafication, algorithmization, and platformization of urban society. 作为数据驱动的智慧城市的虚拟形式的元宇宙:城市社会的超连接、数据化、算法化和平台化的伦理。
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-01 DOI: 10.1007/s43762-022-00050-1
Simon Elias Bibri, Zaheer Allam

Recent advances in computing and immersive technologies have provided Meta (formerly Facebook) with the opportunity to leapfrog or expedite its way of thinking and devising a global computing platform called the "Metaverse". This hypothetical 3D network of virtual spaces is increasingly shaping alternatives to the imaginaries of data-driven smart cities, as it represents ways of living in virtually inhabitable cities. At the heart of the Metaverse is a computational understanding of human users' cognition, emotion, motivation, and behavior that reduces the experience of everyday life to logic and calculative rules and procedures. This implies that human users become more knowable and manageable and their behavior more predictable and controllable, thereby serving as passive data points feeding the AI and analytics system that they have no interchange with or influence on. This paper examines the forms, practices, and ethics of the Metaverse as a virtual form of data-driven smart cities, paying particular attention to: privacy, surveillance capitalism, dataveillance, geosurveillance, human health and wellness, and collective and cognitive echo-chambers. Achieving this aim will provide the answer to the main research question driving this study: What ethical implications will the Metaverse have on the experience of everyday life in post-pandemic urban society? In terms of methodology, this paper deploys a thorough review of the current status of the Metaverse, urban informatics, urban science, and data-driven smart cities literature, as well as trends, research, and developments. We argue that the Metaverse will do more harm than good to human users due to the massive misuse of the hyper-connectivity, datafication, algorithmization, and platformization underlying the associated global architecture of computer mediation. It follows that the Metaverse needs to be re-cast in ways that re-orientate in how users are conceived; recognize their human characteristics; and take into account the moral values and principles designed to realize the benefits of socially disruptive technologies while mitigating their pernicious effects. This paper contributes to the academic debates in the emerging field of data-driven smart urbanism by highlighting the ethical implications posed by the Metaverse as speculative fiction that illustrates the concerns raised by the pervasive and massive use of advanced technologies in data-driven smart cities. In doing so, it seeks to aid policy-makers in better understanding the pitfalls of the Metaverse and their repercussions upon the wellbeing of human users and the core values of urban society. It also stimulates prospective research and further critical perspectives on this timely topic.

计算和沉浸式技术的最新进展为Meta(前身为Facebook)提供了跨越或加速其思维方式的机会,并设计了一个名为“Metaverse”的全球计算平台。这种假想的虚拟空间3D网络正日益成为数据驱动的智能城市想象的替代方案,因为它代表了虚拟宜居城市的生活方式。Metaverse的核心是对人类用户的认知、情感、动机和行为的计算理解,将日常生活的经验简化为逻辑和计算规则和程序。这意味着人类用户变得更容易被了解和管理,他们的行为更容易被预测和控制,从而成为人工智能和分析系统的被动数据点,他们无法与之交流或影响。本文研究了作为数据驱动的智能城市的虚拟形式的元宇宙的形式、实践和伦理,特别关注:隐私、监视资本主义、数据监视、地理监视、人类健康和健康,以及集体和认知回声室。实现这一目标将为推动这项研究的主要研究问题提供答案:在大流行后的城市社会中,虚拟世界对日常生活的体验有什么伦理意义?在方法论方面,本文全面回顾了元宇宙、城市信息学、城市科学和数据驱动的智慧城市文献的现状,以及趋势、研究和发展。我们认为,由于大量滥用与计算机中介相关的全球架构的超连接、数据化、算法化和平台化,虚拟世界对人类用户造成的伤害将大于好处。因此,虚拟世界需要以重新定位用户的方式进行重塑;认识他们的人性特征;并考虑道德价值观和原则,旨在实现社会颠覆性技术的好处,同时减轻其有害影响。本文通过强调虚拟世界作为一种投机小说所带来的伦理影响,阐述了在数据驱动的智能城市中普遍和大规模使用先进技术所引起的担忧,从而促进了数据驱动的智能城市主义这一新兴领域的学术辩论。在此过程中,它旨在帮助决策者更好地理解虚拟世界的陷阱及其对人类用户福祉和城市社会核心价值的影响。它也刺激前瞻性研究和进一步的关键观点,这一及时的主题。
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引用次数: 34
Spatial social network research: a bibliometric analysis. 空间社会网络研究:文献计量分析。
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-01 DOI: 10.1007/s43762-022-00045-y
Ling Wu, Qiong Peng, Michael Lemke, Tao Hu, Xi Gong

A restless and dynamic intellectual landscape has taken hold in the field of spatial social network studies, given the increasingly attention towards fine-scale human dynamics in this urbanizing and mobile world. The measuring parameters of such dramatic growth of the literature include scientific outputs, domain categories, major journals, countries, institutions, and frequently used keywords. The research in the field has been characterized by fast development of relevant scholarly articles and growing collaboration among and across institutions. The Journal of Economic Geography, Annals of the Association of American Geographers, and Urban Studies ranked first, second, and third, respectively, according to average citations. The United States, United Kingdom, and China were the countries that yielded the most published studies in the field. The number of international collaborative studies published in non-native English-speaking countries (such as France, Italy, and the Netherlands) were higher than native English-speaking countries. Wuhan University, the University of Oxford, and Harvard University were the universities that published the most in the field. "Twitter", "big data", "networks", "spatial analysis", and "social capital" have been the major keywords over the past 20 years. At the same time, the keywords such as "social media", "Twitter", "big data", "geography", "China", "human mobility", "machine learning", "GIS", "location-based social networks", "clustering", "data mining", and "location-based services" have attracted increasing attention in that same time frame, indicating the future research trends.

在这个城市化和流动的世界中,人们越来越关注精细尺度的人类动态,在空间社会网络研究领域出现了一种不安的、动态的智力景观。这种急剧增长的文献的测量参数包括科学产出、领域类别、主要期刊、国家、机构和频繁使用的关键词。该领域研究的特点是相关学术论文的快速发展和机构之间和跨机构的合作日益增加。《经济地理杂志》、《美国地理学家协会年鉴》和《城市研究》按平均引用次数分别排名第一、第二和第三。美国、英国和中国是该领域发表研究最多的国家。在非英语母语国家(如法国、意大利和荷兰)发表的国际合作研究数量高于英语母语国家。武汉大学、牛津大学和哈佛大学是该领域发表论文最多的大学。“推特”、“大数据”、“网络”、“空间分析”和“社会资本”是过去20年的主要关键词。与此同时,“社交媒体”、“Twitter”、“大数据”、“地理”、“中国”、“人类移动性”、“机器学习”、“GIS”、“基于位置的社交网络”、“聚类”、“数据挖掘”、“基于位置的服务”等关键词也在同一时间段内受到越来越多的关注,预示着未来的研究趋势。
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引用次数: 3
Exploring spatiotemporal changes in the multi-granularity emotions of people in the city: a case study of Nanchang, China. 城市人群多粒度情绪的时空变化研究——以南昌市为例
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-01 Epub Date: 2022-01-04 DOI: 10.1007/s43762-021-00030-x
Xin Xiao, Chaoyang Fang, Hui Lin, Li Liu, Ya Tian, Qinghua He

In the Internet age, emotions exist in cyberspace and geospatial space, and social media is the mapping from geospatial space to cyberspace. However, most previous studies pay less attention to the multidimensional and spatiotemporal characteristics of emotion. We obtained 211,526 Sina Weibo data with geographic locations and trained an emotion classification model by combining the Bidirectional Encoder Representation from Transformers (BERT) model and a convolutional neural network to calculate the emotional tendency of each Weibo. Then, the topic of the hot spots in Nanchang City was detected through a word shift graph, and the temporal and spatial change characteristics of the Weibo emotions were analyzed at the grid-scale. The results of our research show that Weibo's overall emotion tendencies are mainly positive. The spatial distribution of the urban emotions is extremely uneven, and the hot spots of a single emotion are mainly distributed around the city. In general, the intensity of the temporal and spatial changes in emotions in the cities is relatively high. Specifically, from day to night, the city exhibits a pattern of high in the east and low in the west. From working days to weekends, the model exhibits a low center and a four-week high. These results reveal the temporal and spatial distribution characteristics of the Weibo emotions in the city and provide auxiliary support for analyzing the happiness of residents in the city and guiding urban management and planning.

在互联网时代,情感存在于网络空间和地理空间中,社交媒体是地理空间到网络空间的映射。然而,以往的研究大多对情绪的多维度和时空特征关注较少。我们获取了211,526条带有地理位置的新浪微博数据,并结合BERT模型和卷积神经网络训练了情感分类模型,计算了每条微博的情感倾向。然后,通过词移图检测南昌市热点话题,并在网格尺度上分析微博情绪的时空变化特征。我们的研究结果表明,微博的整体情绪倾向以积极为主。城市情感的空间分布极不均匀,单一情感的热点主要分布在城市周边。总体而言,城市情绪的时空变化强度相对较高。具体来说,从白天到晚上,这座城市呈现出东高西低的格局。从工作日到周末,该模型呈现出一个低中心和四周高点。这些结果揭示了城市微博情感的时空分布特征,为分析城市居民幸福感,指导城市管理和规划提供了辅助支持。
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引用次数: 6
Modeling of emergency support capacity and optimization of delivery service system for urban living materials under uncertain situations: a case study of Xi'an City during COVID-19 epidemic. 不确定情况下城市生活物资应急保障能力建模与配送服务体系优化——以新冠肺炎疫情期间西安市为例
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-01 DOI: 10.1007/s43762-022-00076-5
Jianpo Wang, Gang Li, Jiaobei Wang, Qifan Nie, Yue Yu, Tingting Xu

The severe acute respiratory syndrome coronavirus 2 (COVID-19) pandemic has brought a heavy burden and severe challenges to the global economy and society, forcing different countries and regions to take various preventive and control measures ranging from normal operations to partial or complete lockdowns. Taking Xi'an city as an example, based on multisource POI data for the government's vegetable storage delivery points, logistics terminal outlets, designated medical institutions, communities, etc., this paper uses the Gaussian two-step floating catchment area method (2SFCA) and other spatial analysis methods to analyze the spatial pattern of emergency support points (ESPs) and express logistics terminals in different situations. It then discusses construction and optimization strategies for urban emergency support and delivery service systems. The conclusions are as follows. (1) The ESPs are supported by large-scale chain supermarkets and fresh supermarkets, which are positively related to the population distribution.The spatial distribution of express logistics terminals is imbalanced, dense in the middle while sparse at the edges. 90% of express terminals are located within a 500 m distance of communities, however, some terminals are shared, which restrict their ability to provide emergency support to surrounding residents. (2) In general, accessibility increases as the number of ESPs increases; under normal traffic, as the distance threshold increases, the available ESPs increase but accessibility slightly decreases; with a traffic lockdown, the travel distance of residents is limited, and as ESPs increase, accessibility and the number of POIs covered significantly increase. (3) The spatial accessibility of the ESPs has a "dumbbell-shaped" distribution, with highest accessibility in the north and south, higher around the second ring road, slightly lower in the center, and lowest near the third ring road at east and west. (4) With the goal of "opening up the logistics artery and unblocking the distribution microcirculation", based on "ESPs + couriers + express logistics terminals + residents", this paper proposes to build and optimize the urban emergency support and delivery service system to improve the comprehensive ability of the city to cope with uncertain risks.

新冠肺炎疫情给全球经济社会带来沉重负担和严峻挑战,各国和地区纷纷采取从正常运行到部分或完全封锁的各种防控措施。本文以西安市为例,基于政府蔬菜储运点、物流终端网点、定点医疗机构、社区等多源POI数据,采用高斯两步浮动集水区法(2SFCA)等空间分析方法,分析不同情况下应急保障点(ESPs)和快递物流终端的空间格局。探讨了城市应急保障与交付服务体系的构建与优化策略。研究结论如下。(1)大型连锁超市和生鲜超市对esp的支持与人口分布呈正相关。快递物流终端的空间分布不平衡,中间密集,边缘稀疏。90%的快递终端位于距离社区500米的范围内,然而,一些终端是共用的,这限制了它们向周围居民提供紧急支持的能力。(2)总体上,可达性随esp数量的增加而增加;正常流量下,随着距离阈值的增大,可用esp值增加,可达性略有降低;交通封锁限制了居民的出行距离,随着esp的增加,可达性和覆盖的poi数量显著增加。③空间可达性呈“哑铃形”分布,南北可达性最高,二环周边可达性较高,中部略低,东西三环附近可达性最低。(4)以“打通物流大动脉,疏通配送微循环”为目标,以“快递商+快递员+快递物流终端+居民”为基础,构建优化城市应急保障配送服务体系,提高城市应对不确定风险的综合能力。
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引用次数: 1
Implications of a Twitter data-centred methodology for assessing commuters' perceptions of the Delhi metro in India. 以Twitter数据为中心的方法评估通勤者对印度德里地铁的看法的影响。
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-01 Epub Date: 2022-10-22 DOI: 10.1007/s43762-022-00066-7
Apoorv Agrawal, Paulose N Kuriakose

Owing to the onset of the new media age, the idea of e-public participation has proven to be a great complement to the limitations of the conventional public participation approach. In this respect, location-based social networks (LBSN) data can prove to be a game shift in this digital era to offer an insight into the commuter perception of service delivery. The paper aims to investigate the potential of using Twitter data to assess commuters' perceptions of the Delhi metro, India, by presenting a comprehensive methodology for extracting, processing, and interpreting the data. The study extracts Twitter data from the official handle of the Delhi metro, performs semantic and sentiment analysis to comprehend commuters' concerns and assesses commuters' sentiments on the predicted concerns. The paper outlines that the current depth of Twitter data is more inclined to instantaneous responses to grievances encountered. Moreover, the analysis presents that for the data extraction period, the topics 'Ride Safety' and 'Crowding' have the lowest scores, while 'Personnel Attitude' and 'Customer Interface' have the highest scores. Further, the paper highlights insights gleaned from Twitter data in addition to the aspects included in the conventional satisfaction survey. The paper concludes by outlining the opportunities and limitations of LBSN analytics for effective public transportation decision-making in India.

由于新媒体时代的到来,电子公众参与的理念已经被证明是对传统公众参与方式局限性的一个很好的补充。在这方面,基于位置的社交网络(LBSN)数据可以证明是这个数字时代的一个游戏转变,它可以洞察通勤者对服务交付的看法。本文旨在通过提出一种提取、处理和解释数据的综合方法,研究利用Twitter数据评估通勤者对印度德里地铁的看法的潜力。该研究从德里地铁的官方处理中提取Twitter数据,进行语义和情感分析,以了解通勤者的担忧,并评估通勤者对预测担忧的情绪。该论文概述了目前Twitter数据的深度更倾向于对遇到的不满的即时反应。此外,分析表明,在数据提取期间,主题“乘坐安全”和“拥挤”得分最低,而“人员态度”和“客户界面”得分最高。此外,除了传统满意度调查中包含的方面外,本文还强调了从Twitter数据中收集到的见解。本文最后概述了LBSN分析在印度有效的公共交通决策的机会和局限性。
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引用次数: 1
Investigating functional consistency of mobility-related urban zones via motion-driven embedding vectors and local POI-type distributions. 通过运动驱动嵌入向量和局部poi型分布研究交通相关城市区域的功能一致性。
Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2022-01-01 Epub Date: 2022-06-28 DOI: 10.1007/s43762-022-00049-8
Alessandro Crivellari, Bernd Resch

Urban morphology and human mobility are two sides of the complex mixture of elements that implicitly define urban functionality. By leveraging the emerging availability of crowdsourced data, we aim for novel insights on how they relate to each other, which remains a substantial scientific challenge. Specifically, our study focuses on extracting spatial-temporal information from taxi trips in an attempt on grouping urban space based on human mobility, and subsequently assess its potential relationship with urban functional characteristics in terms of local points-of-interest (POI) distribution. Proposing a vector representation of urban areas, constructed via unsupervised machine learning on trip data's temporal and geographic factors, the underlying idea is to define areas as "related" if they often act as destinations of similar departing regions at similar points in time, regardless of any other explicit information. Hidden relations are mapped within the generated vector space, whereby areas are represented as points and stronger/weaker relatedness is conveyed through relative distances. The mobility-related outcome is then compared with the POI-type distribution across the urban environment, to assess the functional consistency of mobility-based clusters of urban areas. Results indicate a meaningful relationship between spatial-temporal motion patterns and urban distributions of a diverse selection of POI-type categorizations, paving the way to ideally identify homogenous urban functional zones only based on the movement of people. Our data-driven approach is intended to complement traditional urban development studies on providing a novel perspective to urban activity modeling, standing out as a reference for mining information out of mobility and POI data types in the context of urban management and planning.

城市形态和人类流动性是隐含地定义城市功能的复杂元素混合的两个方面。通过利用新兴的众包数据的可用性,我们的目标是对它们如何相互关联的新颖见解,这仍然是一个重大的科学挑战。具体而言,我们的研究侧重于从出租车出行中提取时空信息,试图基于人类流动性对城市空间进行分组,并随后根据当地兴趣点(POI)分布评估其与城市功能特征的潜在关系。通过基于旅行数据的时间和地理因素的无监督机器学习构建城市区域的矢量表示,其基本思想是将区域定义为“相关”,如果它们经常在相似的时间点充当相似出发区域的目的地,而不考虑任何其他明确的信息。隐藏关系被映射到生成的向量空间中,其中区域被表示为点,强弱关系通过相对距离传达。然后将流动性相关结果与整个城市环境的poi型分布进行比较,以评估基于流动性的城市区域集群的功能一致性。结果表明,在不同类型的poi分类中,时空运动模式与城市分布之间存在有意义的关系,为仅根据人口运动来理想地确定同质的城市功能区铺平了道路。我们的数据驱动方法旨在补充传统的城市发展研究,为城市活动建模提供一个新的视角,作为城市管理和规划背景下从流动性和POI数据类型中挖掘信息的参考。
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引用次数: 3
期刊
Computational urban science
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