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Availability and Adequacy of Facilities in 15 Minute Community Life Circle Located in Old and New Communities 位于新旧社区的15分钟社区生活圈设施的可用性和充足性
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-22 DOI: 10.3390/smartcities6050100
Wei Wu, Prasanna Divigalpitiya
The 15 minute Community Life Circle (15 min-CLC) concept is an urban planning approach that aims to provide various daily services for citizens within a short distance. It has been widely adopted in China, especially in large cities. However, there is a lack of research on how to apply the 15 min-CLC concept in second-tier cities, which have high population densities and lower quality of life. This study chose Jinan City as a case study to explore the underdeveloped areas and facilities of 15 min-CLCs in rapidly developing and medium-size cities, called second-tier cities. First, it analyzed the distribution of facilities and residential POIs in old communities, new communities, and the whole city, to find out which types of facilities are missing at the community level. Second, it examined the relationship between facilities and population in each 15 min-CLC by using the Facility to Population Ratio (FPR), to evaluate the sufficiency of facilities to meet the daily needs of residents. Through the analysis of facility distribution and Facility to Population Ratio, our study found that old communities have all the required facility types within each 15 min-CLC, but they do not have enough number of facilities to support the population. At the same time, identified the underdeveloped regions and provided specific development directions for each 15 min-CLC. The FPR methodology developed in this study can be used to evaluate whether the existing facilities can meet the daily needs of residents in a certain region.
15分钟社区生活圈(15分钟CLC)概念是一种城市规划方法,旨在为短距离内的市民提供各种日常服务。它在中国被广泛采用,尤其是在大城市。然而,对于如何将15分钟CLC概念应用于人口密度高、生活质量低的二线城市,缺乏研究。本研究以济南市为例,探讨了快速发展的中等城市(即二线城市)中15分钟CLCs的欠发达地区和设施。首先,分析了旧社区、新社区和整个城市的设施和居住POI的分布,找出社区层面缺少哪些类型的设施。其次,通过使用设施与人口比率(FPR)来检验每个15分钟CLC中设施与人口之间的关系,以评估设施是否足以满足居民的日常需求。通过对设施分布和设施与人口比率的分析,我们的研究发现,旧社区在每15分钟的CLC内拥有所有所需的设施类型,但它们没有足够的设施数量来支持人口。同时,确定了欠发达地区,并为每15分钟CLC提供了具体的发展方向。本研究中开发的FPR方法可用于评估现有设施是否能够满足某一地区居民的日常需求。
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引用次数: 0
IoT Orchestration-Based Optimal Energy Cost Decision Mechanism with ESS Power Optimization for Peer-to-Peer Energy Trading in Nanogrid 基于物联网编排的纳米电网点对点能源交易ESS功率优化最优能源成本决策机制
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-22 DOI: 10.3390/smartcities6050101
Faiza Qayyum, Harun Jamil, Naeem Iqbal, Do-Hyeun Kim
The Internet of things has revolutionized various domains, such as healthcare and navigation systems, by introducing mission-critical capabilities. However, the untapped potential of IoT in the energy sector is a topic of contention. Shifting from traditional mission-critical electric smart grid systems to IoT-based orchestrated frameworks has become crucial to improve performance by leveraging IoT task orchestration technology. Energy trading cost and ESS power optimization have long been concerns in the scientific community. To address these issues, our proposed architecture consists of two primary modules: (1) a nanogrid energy trading cost and ESS power optimization strategy that utilizes particle swarm optimization (PSO), with two objective functions, and (2) an IoT-enabled task orchestration system designed for improved peer-to-peer nanogrid energy trading, incorporating virtual control through orchestration technology. We employ IoT sensors and Raspberry Pi-based Edge technology to virtually operate the entire nanogrid energy trading architecture, encompassing the aforementioned modules. IoT task orchestration automates the interaction between components for service execution, involving five main steps: task generation, device virtualization, task mapping, task scheduling, and task allocation and deployment. Evaluating the proposed model using a real dataset from nanogrid houses demonstrates the significant role of optimization in minimizing energy trading cost and optimizing ESS power utilization. Furthermore, the IoT orchestration results highlight the potential for virtual operation in significantly enhancing system performance.
物联网通过引入关键任务功能,彻底改变了医疗保健和导航系统等各个领域。然而,物联网在能源领域尚未开发的潜力是一个有争议的话题。从传统的任务关键型智能电网系统转向基于物联网的协调框架,对于利用物联网任务协调技术提高性能至关重要。能源交易成本和ESS功率优化一直是科学界关注的问题。为了解决这些问题,我们提出的体系结构由两个主要模块组成:(1)利用粒子群优化(PSO)的纳米电网能源交易成本和ESS功率优化策略,具有两个目标函数;(2)为改进对等纳米电网能源交易而设计的物联网任务协调系统,通过编排技术结合虚拟控制。我们采用物联网传感器和基于树莓派的Edge技术来虚拟操作整个纳米电网能源交易架构,包括上述模块。物联网任务编排自动化了服务执行组件之间的交互,涉及五个主要步骤:任务生成、设备虚拟化、任务映射、任务调度以及任务分配和部署。使用来自纳米电网公司的真实数据集评估所提出的模型表明了优化在最小化能源交易成本和优化ESS电力利用方面的重要作用。此外,物联网协调结果突出了虚拟操作在显著提高系统性能方面的潜力。
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引用次数: 1
Knowledge Management for Smart Cities—Standardization and Replication as Policy Instruments to Foster the Implementation of Smart City Solutions 智慧城市的知识管理——标准化和复制作为促进智慧城市解决方案实施的政策工具
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-18 DOI: 10.3390/smartcities6040097
Patrick Ruess, R. Lindner
As cities tackle a variety of recent challenges, such as climate change or resilience against natural hazards, the concept of smart cities has increasingly moved into the spotlight to provide technological solutions as appropriate countermeasures. European policymakers chose the systematic funding of smart city initiatives to incentivize and accelerate innovation and sustainability transitions by disseminating knowledge, data, and information. As this undertaking is complex, there is a pressing need to involve and engage capable stakeholders to successfully implement and operate smart city projects. To ensure the diffusion and effectiveness of these initiatives, activities towards replication and standardization as knowledge management instruments have been applied in some of these research projects. However, there is a knowledge gap on how standardization can be combined with replication efforts. As one possible answer, the lighthouse project Smarter Together has actively integrated standardization in its replication activities, resulting in the development of the CEN Workshop Agreement 17381 for describing and assessing smart city solutions. The analysis of these activities resulted in the development of 11 assumptions, which show the role of standardization as a knowledge carrier for replication activities and as a facilitator for stakeholder engagement. These findings reinforce the chosen and future policy decisions.
随着城市应对各种近期挑战,如气候变化或抵御自然灾害的能力,智慧城市的概念日益成为人们关注的焦点,以提供技术解决方案作为适当的对策。欧洲政策制定者选择系统地资助智慧城市计划,通过传播知识、数据和信息来激励和加速创新和可持续性转型。由于这项工作很复杂,因此迫切需要让有能力的利益相关者参与进来,以成功实施和运营智慧城市项目。为了确保这些倡议的传播和效力,在其中一些研究项目中采用了复制和标准化作为知识管理手段的活动。然而,在如何将标准化与复制工作结合起来方面存在知识差距。作为一个可能的答案,灯塔项目smart Together在其复制活动中积极地整合了标准化,从而制定了CEN研讨会协议17381,用于描述和评估智慧城市解决方案。对这些活动的分析产生了11个假设,这些假设显示了标准化作为复制活动的知识载体和利益相关者参与的促进者的作用。这些发现加强了已选择的和未来的政策决定。
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引用次数: 0
Development of a Maturity Model for Assessing Smart Cities: A Focus Area Maturity Model 评估智慧城市的成熟度模型的开发:焦点区域成熟度模型
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-18 DOI: 10.3390/smartcities6040099
Thajba Aljowder, Mazen Ali, S. Kurnia
The concept of smart cities has gained significant attention due to the potential of smart cities to optimize city services and enhance citizens’ quality of life. Cities are investing in digital transformation to become smarter, sustainable, and resilient. Therefore, there is a need to build a comprehensive and holistic model to assess smart city initiatives. This paper aims to develop a model that can capture the maturity of smart city adoption across various functional domains. These domains are divided into focus areas that capture different dimensions of a smart city and grouped into seven groups: ICT, economy, environment, social, resources, services, and governance. Each focus area has a set of maturity levels that describe the capabilities and outcomes of the city at different stages of development. To develop the model, the focus areas were extracted from the literature based on 16 models that have been reviewed. Assessing these models helped in identifying gaps and building the foundation of the model. Using the information extracted from the literature, a focus area model was designed and developed. The model development included seven main phases, which were: scope, design, populate, test, deploy, and maintain. The current paper validates the proposed model using the Delphi method, which involves the participation of a panel of sixty field experts. The experts evaluated the model’s correctness and completeness based on their experience and provided feedback. This feedback was used to revise and finalize the model. The smart city maturity model provides a framework for benchmarking, planning, and improving smart city initiatives. Cities can use the model to measure their performance and evaluate their weaknesses and strengths. The model is also the most comprehensive in terms of the scope of the focus areas included, and the results show that the model has a high level of accuracy and consistency and can effectively assess smart city adoption.
由于智慧城市具有优化城市服务和提高市民生活质量的潜力,因此智慧城市的概念受到了广泛关注。城市正在投资于数字化转型,以变得更智能、可持续和有弹性。因此,有必要建立一个全面和整体的模型来评估智慧城市倡议。本文旨在开发一个模型,该模型可以捕捉智能城市在各个功能领域采用的成熟度。这些领域被划分为重点领域,捕捉智慧城市的不同维度,并分为七个组:信息通信技术、经济、环境、社会、资源、服务和治理。每个重点领域都有一组成熟度级别,描述了城市在不同发展阶段的能力和成果。为了建立模型,我们从文献中提取了16个模型的重点领域。评估这些模型有助于识别差距并建立模型的基础。利用从文献中提取的信息,设计并开发了焦点区域模型。模型开发包括七个主要阶段,它们是:范围、设计、填充、测试、部署和维护。目前的论文验证了提出的模型使用德尔菲法,其中涉及60个领域的专家小组的参与。专家根据他们的经验评估模型的正确性和完整性,并提供反馈。这些反馈被用来修改和最终确定模型。智慧城市成熟度模型为制定基准、规划和改进智慧城市举措提供了一个框架。城市可以使用该模型来衡量他们的表现,并评估他们的弱点和优势。该模型在包括的重点领域范围方面也是最全面的,结果表明该模型具有很高的准确性和一致性,可以有效地评估智慧城市的采用情况。
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引用次数: 1
Profiling Citizens in the Smart City: A Quantitative Study in Wallonia 智能城市中的市民画像:瓦隆尼亚的定量研究
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-18 DOI: 10.3390/smartcities6040098
Clémentine Schelings, Aurore Defays, C. Elsen
Based on the assumption that citizens can participate in smart city development, this paper aims to capture the diversity of their profiles and their positioning towards smart city dynamics. The article starts with a literature review of some models of citizens to better understand how they could be portrayed in the smart city era. Considering that there is no “general citizen” and that usual typologies remain restrictive, we construct tailor-made personas, i.e., fictitious profiles based on real data. To this end, we present the results of a large-scale survey distributed to highly educated Walloon people in the framework of a general public exhibition. The profiling focuses on three aspects: (1) perception of smart city dimensions, (2) intended behavior regarding smart city solutions, and (3) favorite participatory methods. The collected answers were first analyzed with descriptive and nonparametric statistics, then classified with a k-means cluster analysis. The main results are five personas, which highlight the coexistence of different citizen groups that think and behave in a specific way. This process of profiling citizens’ priorities, behaviors, and participatory preferences can help professional designers and local governments to consider various citizens’ perspectives in the design of future smart solutions and participatory processes.
基于公民可以参与智慧城市发展的假设,本文旨在捕捉他们的个人资料的多样性及其对智慧城市动态的定位。本文首先对一些公民模型进行了文献综述,以更好地了解在智能城市时代如何塑造他们。考虑到没有“普通公民”,而且通常的类型仍然受到限制,我们构建了量身定制的人物角色,即基于真实数据的虚构档案。为此,我们在一个公众展览的框架内,向受过高等教育的瓦隆人发布了一项大规模调查的结果。分析集中在三个方面:(1)对智能城市维度的感知,(2)关于智能城市解决方案的预期行为,以及(3)最喜欢的参与方法。收集到的答案首先用描述性和非参数统计学进行分析,然后用k均值聚类分析进行分类。主要结果是五个人物角色,突出了以特定方式思考和行为的不同公民群体的共存。这种分析公民优先事项、行为和参与偏好的过程可以帮助专业设计师和地方政府在设计未来的智能解决方案和参与过程时考虑各种公民的观点。
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引用次数: 0
Pseudolites to Support Location Services in Smart Cities: Review and Prospects 伪卫星支持智能城市定位服务:回顾与展望
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-18 DOI: 10.3390/smartcities6040096
Tong Liu, Jian Liu, J. Wang, Heng Zhang, Bing Zhang, Yongchao Ma, Mengfei Sun, Zhiping Lv, Guochang Xu
The location service is an important part of the smart city. A unified location service for outdoor and indoor/overground and underground activity will assist the construction of smart cities. However, with different coordinate systems and data formats, it is difficult to unify various positioning technologies on the same basis. Global navigation satellite system (GNSS)-based positioning is the only way to provide absolute location under the Earth-centered, Earth-fixed coordinate system (ECEF). Increasing indoor and underground human activity places significant demand on location-based services but no GNSS signals are available there. Fortunately, a type of satellite that is indoors, known as pseudolite, can transmit GNSS-like ranging signals. Users can obtain their position by receiving ranging signals and their resection without adding or switching other sensors when they go from outdoors to indoors. To complete the outreach of the GNSS indoors and underground to support the smart city, how to adapt the pseudolite design and unify coordinate frames for linking to the GNSS remain to be determined. In this regard, we provide an overview of the history of the research and application of pseudolites, the research progress from both the system side and the user side, and the plans for pseudolite-based location services in smart cities.
定位服务是智慧城市的重要组成部分。户外和室内/地上和地下活动的统一定位服务将有助于智慧城市的建设。然而,由于坐标系和数据格式不同,很难在同一基础上统一各种定位技术。基于全球导航卫星系统(GNSS)的定位是在以地球为中心、固定地球坐标系(ECEF)下提供绝对位置的唯一方法。越来越多的室内和地下人类活动对基于位置的服务提出了巨大需求,但那里没有全球导航卫星系统信号。幸运的是,一种被称为伪卫星的室内卫星可以传输类似GNSS的测距信号。当用户从室外进入室内时,无需添加或切换其他传感器,即可通过接收测距信号和切除来获取位置。为了完成全球导航卫星系统在室内和地下的推广,以支持智能城市,如何调整伪卫星设计并统一连接全球导航卫星卫星系统的坐标系仍有待确定。在这方面,我们概述了伪卫星的研究和应用历史,系统端和用户端的研究进展,以及智能城市中基于伪卫星的定位服务的计划。
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引用次数: 0
Data-Driven Approach for Urban Micromobility Enhancement through Safety Mapping and Intelligent Route Planning 基于安全测绘和智能路径规划的城市微交通增强数据驱动方法
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-17 DOI: 10.3390/smartcities6040094
Tiago Tamagusko, Matheus Gomes Correia, Luís Rita, Tudor-Codrin Bostan, Miguel Peliteiro, Rodrigo Martins, L. Santos, Adelino Ferreira
Micromobility responds to urban transport challenges by reducing emissions, mitigating traffic, and improving accessibility. Nevertheless, the safety of micromobility users, particularly cyclists, remains a concern in urban environments. This study aims to construct a safety map and a risk-averse routing system for micromobility users in diverse urban environments, as exemplified by a case study in Lisbon. A data-driven methodology uses object detection algorithms and image segmentation techniques to identify potential risk factors on cycling routes from Google Street View images. The ‘Bikeable’ Multilayer Perceptron neural network measures these risks, assigning safety scores to each image. The method analyzed 5321 points across 24 parishes in Lisbon, with an average safety score of 4.5, indicating a generally safe environment for cyclists. Carnide emerged as the safest area, while Alcântara exhibited a higher level of potential risks. Additionally, an equation is proposed to compute route efficiency, enabling comparisons between different routes for identical origin-destination pairs. Preliminary findings suggest that the presented routing solution exhibits higher efficiency than the commercial routing benchmark. Risk-averse routes did not result in a substantial rise in travel distance or time, with increments of 7% on average. The study also contributed to increasing the existing amount of cycle path data in Lisbon by 12%, correcting inaccuracies, and updating the network in OpenStreetMap, providing access to more precise information and, consequently, more routes. The key contributions of this study, such as the safety map and risk-averse router, underscore the potential of data-driven tools for boosting urban micromobility. The solutions proposed demonstrate modularity and adaptability, making them fit for a range of urban scenarios and highlighting their value for cities prioritizing safe, sustainable urban mobility.
微交通通过减少排放、缓解交通拥堵和改善可达性来应对城市交通挑战。然而,在城市环境中,微型交通工具使用者,特别是骑自行车者的安全仍然是一个令人关切的问题。本研究旨在为不同城市环境下的微出行用户构建安全地图和风险规避路径系统,并以里斯本的案例研究为例。数据驱动的方法使用目标检测算法和图像分割技术,从谷歌街景图像中识别自行车路线上的潜在风险因素。“Bikeable”多层感知器神经网络测量这些风险,为每张图像分配安全分数。该方法分析了里斯本24个教区的5321分,平均安全得分为4.5分,表明骑车者的环境总体安全。Carnide是最安全的地区,而alc ntara则显示出更高的潜在风险。此外,还提出了一种计算路由效率的公式,以便对相同的始发目的地对进行不同路由之间的比较。初步结果表明,所提出的路由解决方案比商用路由基准具有更高的效率。规避风险的路线没有导致旅行距离或时间的大幅增加,平均增加7%。这项研究还使里斯本现有的自行车路径数据量增加了12%,修正了不准确的数据,并更新了OpenStreetMap的网络,提供了更精确的信息,从而提供了更多的路线。本研究的主要贡献,如安全地图和风险规避路由器,强调了数据驱动工具在促进城市微交通方面的潜力。提出的解决方案展示了模块化和适应性,使其适合一系列城市场景,并突出了其对优先考虑安全、可持续城市交通的城市的价值。
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引用次数: 2
Examining the Adoption of Sustainable eMobility-Sharing in Smart Communities: Diffusion of Innovation Theory Perspective 智慧社区可持续移动性共享的研究:创新扩散理论视角
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-17 DOI: 10.3390/smartcities6040095
Anthony Jnr. Bokolo
The transport sector is undergoing disruption due to trends such as tightening environmental targets, digitalization, and servitization, contributing to low-carbon mobility and offering citizen-oriented services. As a response, various initiatives, such as electric mobility (eMobility), have emerged that promote sustainable road transport and active mobility in the last few years. However, irrespective of the potential of eMobility, there are still few studies that examine individuals’ intention and adoption of eMobility-sharing services in smart communities. Accordingly, this study aims to develop a model grounded on the Diffusion of Innovation (DoI) theory to investigate the factors that impact individuals’ adoption of eMobility-sharing service and how to improve the adoption of eMobility-sharing service. A mixed-mode methodology was employed; quantitative data from survey questionnaires were used to gather data, and Statistical Package for Social Science (SPSS) was used to analyze the data. Additionally, qualitative data via interview was collected to demonstrate in ArchiMate modeling language how eMobility-sharing services are practically implemented as a use case study within smart communities. Findings from this study offer a model that focuses on eMobility-sharing adoption from the perspective of smart communities. Additionally, the findings offer a better understanding of how such integrated, multimodal systems fit with the sustainable mobility needs of citizens. More importantly, general recommendations to policymakers and practitioners to increase the uptake of shared eMobility are provided.
由于环境目标收紧、数字化和服务化、促进低碳出行和提供以公民为导向的服务等趋势,交通运输部门正在经历颠覆。作为回应,在过去几年中,出现了各种倡议,例如电动交通(eMobility),以促进可持续的道路运输和主动交通。然而,不管移动出行的潜力如何,仍然很少有研究调查智能社区中个人对移动出行共享服务的意愿和采用情况。因此,本研究旨在建立基于创新扩散(DoI)理论的模型,探讨影响个人对移动性共享服务采用的因素,以及如何提高个人对移动性共享服务的采用。采用混合模式方法;采用调查问卷的定量数据收集数据,采用SPSS (Statistical Package for Social Science)软件对数据进行分析。此外,通过访谈收集了定性数据,以ArchiMate建模语言展示了emmobility共享服务是如何在智能社区中作为用例研究实际实施的。本研究的结果提供了一个从智能社区的角度关注移动出行共享采用的模型。此外,研究结果还有助于更好地理解这种综合的多式联运系统如何满足公民的可持续出行需求。更重要的是,为政策制定者和从业者提供了增加共享电子交通的一般性建议。
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引用次数: 2
The Making of Responsible Innovation and Technology: An Overview and Framework 负责任创新与技术的形成:综述与框架
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-14 DOI: 10.3390/smartcities6040093
Wenda Li, Tan Yigitcanlar, Will Browne, A. Nili
In an era in which technological advancements have a profound impact on our cities and societies, it is crucial to ensure that digital technology is not only driven by technological progress with economic goals but that it can also fulfill moral and social responsibilities. Hence, it is needed to advocate for ‘Responsible Innovation and Technology’ (RIT) to ensure cities and societies can harness the potential of technological progress and prosperity while safeguarding the well-being of individuals and communities. This study conducts a PRISMA review to explore and understand RIT concepts and its characteristics. In this study, we emphasize that RIT should deliver acceptable, accessible, trustworthy, and well governed technological outcomes, while ensuring these outcomes are aligned with societal desirability and human values, and should also be responsibly integrated into our cities and societies. The main contribution of this study is to identify and clarify the key characteristics of RIT, which has not been performed in such detail so far. The study, reported in this paper, also broadens the understanding of responsible research and innovation in the technosphere, particularly from a bottom-up perspective. Furthermore, the paper develops an RIT conceptual framework outlining its possible design procedures, which could be used by governments, companies, practitioners, researchers, and other stakeholders as a tool to address the grand challenges that accompany technological and scientific progress. The framework also informs science, technology, and innovation policy.
在一个技术进步对我们的城市和社会产生深远影响的时代,确保数字技术不仅由具有经济目标的技术进步驱动,而且能够履行道德和社会责任,这一点至关重要。因此,需要倡导“负责任的创新与技术”(RIT),以确保城市和社会能够利用技术进步和繁荣的潜力,同时保障个人和社区的福祉。本研究对PRISMA进行了回顾,以探索和理解RIT的概念及其特征。在这项研究中,我们强调RIT应提供可接受、可访问、值得信赖和管理良好的技术成果,同时确保这些成果符合社会愿望和人类价值观,并应负责任地融入我们的城市和社会。本研究的主要贡献是确定和阐明RIT的关键特征,迄今为止尚未进行如此详细的研究。本文报道的这项研究还拓宽了对技术领域负责任研究和创新的理解,特别是从自下而上的角度。此外,该论文开发了一个RIT概念框架,概述了其可能的设计程序,政府、公司、从业者、研究人员和其他利益相关者可以将其用作应对技术和科学进步带来的巨大挑战的工具。该框架还为科学、技术和创新政策提供信息。
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引用次数: 1
Assessing the Progress of Smart Cities in Saudi Arabia 评估沙特阿拉伯智慧城市的进展
IF 6.4 Q1 Social Sciences Pub Date : 2023-08-11 DOI: 10.3390/smartcities6040091
A. Aldegheishem
Information and communication technology is changing the manner in which urban policies are designed. Saudi Arabia bases its smart initiative on the use of information and communication technologies in six dimensions, including economy, people, environment, living, mobility, and governance to improve quality of life and sustainable environment. This study draws on four Saudi Arabian cities including Riyadh, Makkah, Jeddah, and Medina, and aims to analyze their progress in the transformation into smart cities. The six identified areas were assessed using 57 indicators based on national and international information and literature. The results show that the four cities are progressing successfully into smart cities, with the highest progress evident for smart economy and the lowest progress for smart mobility in all investigated cities. Study findings show that Riyadh has made the most progress in the six smart city dimensions, concluding that Riyadh has been efficiently executing the smart city initiative with an aim to be a unique model in the world.
信息和通信技术正在改变城市政策的设计方式。沙特阿拉伯的智能倡议基于在六个方面使用信息和通信技术,包括经济、人员、环境、生活、流动性和治理,以提高生活质量和可持续环境。这项研究以沙特阿拉伯的利雅得、麦加、吉达和麦地那四个城市为例,旨在分析它们向智慧城市转型的进展。根据国家和国际信息和文献,使用57个指标对确定的六个领域进行了评估。结果表明,这四个城市正在成功地向智慧城市迈进,在所有被调查的城市中,智慧经济的进步幅度最大,智慧交通的进步幅度最低。研究结果显示,利雅得在智慧城市的六个维度上取得了最大的进展,并得出结论,利雅得一直在有效地执行智慧城市倡议,旨在成为世界上独一无二的典范。
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引用次数: 0
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