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Shazam for bats: Internet of Things for continuous real-time biodiversity monitoring 蝙蝠的Shazam:物联网持续实时监测生物多样性
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-10-03 DOI: 10.1049/smc2.12016
Sarah Gallacher, Duncan Wilson, Alison Fairbrass, Daniyar Turmukhambetov, Michael Firman, Stefan Kreitmayer, Oisin Mac Aodha, Gabriel Brostow, Kate Jones

Biodiversity surveys are often required for development projects in cities that could affect protected species such as bats. Bats are important biodiversity indicators of the wider health of the environment and activity surveys of bat species are used to report on the performance of mitigation actions. Typically, sensors are used in the field to listen to the ultrasonic echolocation calls of bats or the audio data is recorded for post-processing to calculate the activity levels. Current methods rely on significant human input and therefore present an opportunity for continuous monitoring and in situ machine learning detection of bat calls in the field. Here, we show the results from a longitudinal study of 15 novel Internet connected bat sensors—Echo Boxes—in a large urban park. The study provided empirical evidence of how edge processing can reduce network traffic and storage demands by several orders of magnitude, making it possible to run continuous monitoring activities for many months including periods which traditionally would not be monitored. Our results demonstrate how the combination of artificial intelligence techniques and low-cost sensor networks can be used to create novel insights for ecologists and conservation decision-makers.

城市的发展项目往往需要进行生物多样性调查,因为这些项目可能会影响到蝙蝠等受保护物种。蝙蝠是反映更广泛环境健康状况的重要生物多样性指标,对蝙蝠物种的活动调查用于报告缓解行动的执行情况。通常情况下,在野外使用传感器来收听蝙蝠的超声波回声定位呼叫,或者将音频数据记录下来进行后处理以计算活动水平。目前的方法依赖于大量的人力投入,因此为现场持续监测和现场机器学习检测蝙蝠叫声提供了机会。在这里,我们展示了在一个大型城市公园里对15个新型互联网连接蝙蝠传感器——回声盒——进行纵向研究的结果。该研究提供了经验证据,证明边缘处理如何将网络流量和存储需求减少几个数量级,从而可以运行长达数月的连续监控活动,包括传统上不监控的时期。我们的研究结果表明,人工智能技术和低成本传感器网络的结合可以为生态学家和保护决策者创造新的见解。
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引用次数: 11
Urban development with dynamic digital twins in Helsinki city 赫尔辛基城市发展与动态数字孪生
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-09-30 DOI: 10.1049/smc2.12015
Mervi Hämäläinen

A dynamic digital twin is a feasible solution that can be employed to build real-time connectivity between virtual and physical objects. Industries like manufacturing, aerospace and healthcare utilise dynamic digital twins for simulation, monitoring and control purposes, but recently, this nascent technology has also attracted the interest of urban designers. Due to the novelty of the dynamic digital twin in urban design, this research study addresses the concept of digital twin technology and investigates its applicability in so-called smart city settings. Drawing on results from research interviews and examples from the Digital Twin project in Helsinki city, the research illustrates that solid data infrastructure forms the foundation for urban digital twins and the development of future smart city applications and services. Furthermore, data-enriched digital twins evidently accelerate smart city experimentations and strengthen both learning and knowledge-based decision-making. Digital twins have also proved that they offer an environment in which smart city practitioners can bridge multi-stakeholder urban design teams through one digital platform.

动态数字孪生是一种可行的解决方案,可用于在虚拟对象和物理对象之间建立实时连接。制造业、航空航天和医疗保健等行业利用动态数字双胞胎进行模拟、监测和控制,但最近,这种新兴技术也引起了城市设计师的兴趣。由于动态数字孪生在城市设计中的新颖性,本研究探讨了数字孪生技术的概念,并探讨了其在所谓的智慧城市环境中的适用性。根据研究访谈的结果和赫尔辛基市数字孪生项目的实例,该研究表明,坚实的数据基础设施构成了城市数字孪生和未来智慧城市应用和服务发展的基础。此外,数据丰富的数字孪生体明显加速了智慧城市实验,加强了学习和基于知识的决策。数字双胞胎也证明了它们提供了一个环境,在这个环境中,智慧城市从业者可以通过一个数字平台连接多个利益相关者的城市设计团队。
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引用次数: 24
A smart city application: A waste collection system with long range wide area network for providing green environment and cost effective and low power consumption solutions 智慧城市应用:远程广域网垃圾收集系统,提供绿色环保、低成本、低功耗的解决方案
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-09-27 DOI: 10.1049/smc2.12014
Erol Aktay, Nursel Yalçın

The trend towards cities and urbanisation, which increases the number of people living in urban areas, requires local authorities to provide services and natural resources more efficiently and effectively and develop some strategies for a sustainable environment. The more effective use of resources, growing awareness of sustainable environment, climate confidence and motivation to make cities more livable is a new concept called Smart City. In this study, the proposed system supports the garbage collection of the city government and works with low budget, low energy, and free radio frequencies. The Internet of Things (IoT) sensor node is assembled, and the network is set up based on the long range wide area network protocol to connect it to the sample garbage bin and collect data. Instant data collection by this network is carried out through the IoT and is designed based on the collected data. The goal is to build an ideal system for smart garbage collection in cities and support sustainability in cities by integrating with the city government's information systems. The data received from the sensor nodes and the efficiency of the system were demonstrated for local governments. The main outcome of this research is to develop a practical smart city application with minimal resources and support local governments in their daily work. Moreover, how a low power wide area network communication network with a frequency of 868 MHz works in Istanbul (Turkey) will be investigated further and which alternative to cellular networks is the most suitable for excellent communication in smart cities will be studied.

城市和城市化的趋势增加了居住在城市地区的人数,这要求地方当局更有效地提供服务和自然资源,并为可持续环境制定一些战略。更有效地利用资源,提高对可持续环境的认识,对气候的信心和使城市更宜居的动力是一个新的概念,称为智慧城市。在本研究中,提出的系统支持市政府的垃圾收集,并以低预算,低能源和免费的无线电频率工作。组装物联网(IoT)传感器节点,基于远程广域网协议搭建网络,将其与样本垃圾桶连接,采集数据。该网络通过物联网进行即时数据采集,并根据采集到的数据进行设计。目标是建立一个理想的城市智能垃圾收集系统,并与市政府的信息系统相结合,支持城市的可持续发展。从传感器节点接收到的数据和系统的效率为地方政府进行了演示。这项研究的主要成果是用最少的资源开发一个实用的智慧城市应用,并支持地方政府的日常工作。此外,将进一步研究在伊斯坦布尔(土耳其)频率为868 MHz的低功率广域网通信网络如何工作,并研究哪种替代蜂窝网络最适合智能城市的优秀通信。
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引用次数: 1
China's practice of smart city standardisation and assessment 中国智慧城市标准化与评估实践
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-08-14 DOI: 10.1049/smc2.12013
Dapeng Zhang, Xi Wang, Wenge Rong, Yu Yang

Smart city is one of the current trends of city evolvement. Smart city is a systematic project, which needs a holistic approach. As lots of pilot projects have been undertaken by cities, how to assess the ‘smartness’ of a city is of great importance. This study sums China's smart city standardisation and assessment practice, starting from the national policy evolvement, followed by the standardisation system, assessment and its key procedures and concludes with some possible future works regarding smart city standardisation and assessment.

智慧城市是当前城市发展的趋势之一。智慧城市是一个系统工程,需要统筹兼顾。随着城市开展了大量的试点项目,如何评估一个城市的“智慧”是非常重要的。本研究总结了中国智慧城市标准化与评估的实践,从国家政策演变出发,从标准化体系、评估及其关键程序出发,总结了未来智慧城市标准化与评估可能需要开展的工作。
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引用次数: 1
From smart cities to wise cities 从智慧城市到智慧城市
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-06-17 DOI: 10.1049/smc2.12012
Robin Hambleton
<p>In February 2020, the International Data Corporation (IDC), an influential market research firm, predicted that global spending on smart cities would reach $124 billion by the end of the year. The company noted that this represented a 19% increase on 2019 spending and that the priorities for investment were expected to include ‘advanced’ public transit, intelligent traffic management, smart lighting and data-driven public safety.</p><p>In a more recent study of tech trends, one that notes an overall increase of 12% in self-reported consumer spending on tech products during 2020, the IDC claims that ‘2020 was a year of fascinating change in the tech space as COVID-19 … benefitted tech at every turn’. It seems clear that with lockdowns and numerous restrictions on face-to-face meetings internet-enabled devices became a lifeline for many people.</p><p>So there we have it. Global spending on smart cities, already soaring upwards, has now been given a rocket boost by the COVID-19 pandemic. This shift has encouraged enthusiasts for Information and Communication Technology (ICT) to wax lyrical about the way the increasingly sophisticated Internet of Things (IoT) will transform cities in the next few years. What's not to like?</p><p>It may seem churlish to question these developments. However, given the astonishing sums involved, not to mention the rapid pace of technological change and uncertainty about the impacts of IoT on the quality of life of people actually living in cities, I want to encourage more critical reflection on what being a ‘smart city’ might now mean.</p><p>Are the benefits of smart cities strategies all they are cracked up to be? Who is gaining and who is losing as a result of these innovations? More ambitiously, do we need to move beyond traditional smart cities thinking?</p><p>In raising these questions I am following in the footsteps of David Cleevely who asked the following question in these pages last year: ‘Why are smart cities proving to be so hard to deliver?’ [<span>1</span>]. He makes a number of thoughtful observations and rightly highlights the need to pay more attention to the development of suitable governance arrangements and business models to guide smart cities efforts.</p><p>Readers of this journal know well enough that the term ‘smart cities’ can be confusing and that it is certainly contested. It follows that it is useful to revisit a fundamental question from time to time and ask: What do we actually mean by smart cities?</p><p>Some may claim that a smart city is simply one that uses electronic methods and sensors to collect data that can then be used to guide decision-making. Critics of technology-driven change will view such a stance as naïve, betraying at best a poor understanding of power relations in the modern city. Some of them will argue that the phrase smart city is best understood as a clever marketing concept designed to promote the interests of the major ICT companies who have a vested interest in s
2020年2月,有影响力的市场研究公司国际数据公司(IDC)预测,到今年年底,全球在智慧城市方面的支出将达到1240亿美元。该公司指出,这比2019年的支出增加了19%,预计投资的重点将包括“先进”公共交通、智能交通管理、智能照明和数据驱动的公共安全。在最近一项关于科技趋势的研究中,IDC指出,2020年,自我报告的消费者在科技产品上的支出总体增长了12%。IDC称,“2020年是科技领域发生迷人变化的一年,因为COVID-19……在每一个转折点上都使科技受益”。很明显,随着对面对面会议的封锁和众多限制,互联网设备成为许多人的生命线。所以我们得到了它。全球在智慧城市方面的支出已经飙升,现在又因COVID-19大流行而得到了火箭般的推动。这一转变促使信息和通信技术(ICT)的爱好者们对日益复杂的物联网(IoT)将在未来几年改变城市的方式赞不绝口。有什么不喜欢的呢?质疑这些发展似乎有些无礼。然而,考虑到所涉及的惊人金额,更不用说技术变革的快速步伐和物联网对实际生活在城市中的人们生活质量影响的不确定性,我想鼓励人们对“智慧城市”现在可能意味着什么进行更批判性的反思。智慧城市战略的好处真的如人们所说的那么好吗?作为这些创新的结果,谁是赢家,谁是输家?更大胆地说,我们是否需要超越传统的智慧城市思维?提出这些问题,我是在追随大卫•克利夫利(David Cleevely)的脚步。去年,克利夫利在《金融时报》上提出了以下问题:“为什么智慧城市被证明是如此难以实现?””[1]。他提出了许多深思熟虑的观点,并正确地强调了需要更多地关注发展合适的治理安排和商业模式,以指导智慧城市的努力。这本杂志的读者都很清楚,“智慧城市”这个词可能令人困惑,而且肯定存在争议。因此,时不时地重新审视一个基本问题是有用的:我们所说的智慧城市到底是什么意思?有些人可能会说,智慧城市只是一个使用电子方法和传感器收集数据,然后用于指导决策的城市。技术驱动变革的批评者会将这种立场视为naïve,充其量也就是对现代城市中权力关系的理解不足。他们中的一些人会争辩说,智慧城市这个词最好被理解为一个聪明的营销概念,旨在促进主要ICT公司的利益,这些公司在销售产品和获取公民的个人数据方面拥有既得利益。这些对大型ICT公司在智慧城市倡议中所扮演角色的担忧不能轻易被忽视。例如,Shoshana Zuboff在她的书《监视资本主义时代》(2019)[2]中展示了谷歌和Facebook等强大的高科技公司如何开发出从我们的个人数据中获取利润的复杂方法。在智慧城市计划方面,祖博夫特别担心的是,谷歌的母公司Alphabet公司目前正积极致力于引入与特定城市合作的“营利性”数据收集模式。她担心,除了在一些城市引入隐蔽监控系统所引发的令人担忧的隐私侵犯之外,公共资产和政府信息正在重生,成为商业公司可以利用的原材料,以谋取私利。从本质上讲,她担心数字公共领域正被私人力量操纵和滥用。在我的书《引领包容性城市》(Leading the Inclusive City, 2015)中的第11章[3],对智慧城市的修辞进行了剖析,并指出了一些需要避免的“数字危险区域”。请允许我在这里只提到其中的三个。首先,正如已经提到的,是对隐私的侵犯。不幸的是,2019冠状病毒病大流行加剧了人们对智慧城市实践这方面的担忧。在过去一年左右的时间里,全球范围内的数字监控出现了显著的增长。不仅仅是公民自由运动人士担心,在危机期间采取的加强公民监督的措施,可能会导致在特定的紧急情况过去很长一段时间后,仍然存在侵入性的监视。
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引用次数: 6
Spatial demand forecasting based on smart meter data for improving local energy self-sufficiency in smart cities 基于智能电表数据的空间需求预测,提高智慧城市的当地能源自给能力
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-06-09 DOI: 10.1049/smc2.12011
Ayumu Miyasawa, Shogo Akira, Yu Fujimoto, Yasuhiro Hayashi

The use of distributed energy resources (DERs) in a city contributes to the net zero CO2 of a city. However, the spatially uneven distribution of power demand and surplus electricity causes congestion in the grid system, making wide-area operation difficult. The concept of local energy self-sufficiency via energy management, in which batteries or electric vehicles are charged using power generated by DERs and discharged to neighbouring consumers, is expected to be a way to avoid grid conjunction while maximizing the use of DERs. For efficient local energy self-sufficiency, it is necessary to identify where and when future power surpluses and shortages will occur within a city and optimize battery operation according to demand. Forecasts that focus only on representative points of a city may be less reproducible in diversity in the power demand transition for individual consumers in local parts of cities. Electricity smart meters that monitor power demand every 30 min from each consumer are expected to help predict the spatiotemporal distribution of power demand to achieve efficient local energy self-sufficiency. The significance of reflecting regional characteristics in forecasting spatiotemporal distribution of power demand is demonstrated using actual data obtained by smart meters installed in Japanese cities. The results suggest that the forecast approach, which considers the daily periodicity of power demand and weather conditions, obtains high prediction accuracy in predicting power demand in meshed local areas in the city and derives results precisely reproducing the spatiotemporal behaviours of power demand.

在城市中使用分布式能源(DERs)有助于实现城市的净零二氧化碳排放。然而,电力需求和剩余电力的空间分布不均匀导致电网系统堵塞,给广域运行带来困难。通过能源管理实现当地能源自给自足的概念,即电池或电动汽车使用分布式电网产生的电力充电,并将其排放给邻近的消费者,预计将是一种避免并网的方法,同时最大限度地利用分布式电网。为了实现高效的本地能源自给,有必要确定城市内未来电力过剩和短缺的地点和时间,并根据需求优化电池运行。仅关注一个城市的代表性点的预测在城市局部地区个人消费者的电力需求转变多样性方面可能不太可复制。智能电表每30分钟监测一次电力需求,预计将有助于预测电力需求的时空分布,以实现高效的当地能源自给自足。通过在日本城市安装的智能电表获得的实际数据,论证了反映区域特征在预测电力需求时空分布中的重要性。结果表明,该预测方法考虑了电力需求的日周期性和天气条件,对城市网格局部区域的电力需求预测具有较高的预测精度,预测结果能较准确地再现电力需求的时空行为。
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引用次数: 7
Domestic smart metering infrastructure and a method for home appliances identification using low-rate power consumption data 国内智能计量基础设施和一种使用低速率功耗数据的家用电器识别方法
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-05-26 DOI: 10.1049/smc2.12009
Ioannis Paraskevas, Maria Barbarosou, Richard Fitton, William Swan

The deployment of domestic smart metering infrastructure in Great Britain provides the opportunity for identification of home appliances utilising non-intrusive load monitoring methods. Identifying the energy consumption of certain home appliances generates useful insights for the energy suppliers and for other bodies with a vested interest in energy consumption. Consequently, the domestic smart metering system, which is an integral part of the smart cities' infrastructure, can also be used for home appliance identification purposes taking into account the limitations of the system. In this article, a step-by-step description on accessing data directly from the domestic Smart Meter via an external Consumer Access Device is described, as well as an easy-to-implement method for identifying commonly used home appliances through their power consumption signals sampled at a rate similar to the rate available by the domestic smart metering system. The experimental results indicate that the combination of time domain with frequency domain features extracted either from the 1D/2D Discrete Fourier Transform or the Discrete Cosine Transform provides improved recognition performance compared to the case where the time domain or the frequency domain features are used separately.

英国国内智能计量基础设施的部署为利用非侵入式负载监测方法识别家用电器提供了机会。确定某些家用电器的能源消耗,可为能源供应商及其他对能源消耗有兴趣的机构提供有用的见解。因此,作为智慧城市基础设施组成部分的国内智能计量系统,考虑到系统的局限性,也可以用于家电识别目的。在本文中,介绍了通过外部消费者访问设备直接从家用智能电表访问数据的逐步描述,以及一种易于实现的方法,用于通过以类似于家用智能计量系统可用的速率采样的功耗信号来识别常用家用电器。实验结果表明,从一维/二维离散傅立叶变换或离散余弦变换中提取的时域和频域特征相结合,比单独使用时域和频域特征具有更好的识别性能。
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引用次数: 5
A survey on blockchain-enabled smart grids: Advances, applications and challenges 关于支持区块链的智能电网的调查:进展,应用和挑战
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-05-20 DOI: 10.1049/smc2.12010
Chao Liu, Xiaoshuai Zhang, Kok Koeng Chai, Jonathan Loo, Yue Chen

Electric power grid infrastructure has revolutionized our world and changed the way of living. So has blockchain technology. The hierarchical electric power grid has been shifting from a centralized structure to a decentralized structure to achieve higher flexibility and stability, and blockchain technology has been widely adopted in the energy sector to deal with grid management, billing, metering, and so on, because of its nature of decentralization. Here, the aim is to provide a multi-dimensional review on the technological advances of the blockchain in smart grids. Its corresponding applications based on these advances, including company projects and use cases, are summarized. Furthermore, the security threat issues in smart grids, Ethereum Virtual Machine (i.e. the operating environment of consensus mechanisms), and smart contracts are analysed, with a brief conclusion to manifest the prior tasks in building secure blockchain-based infrastructures in smart grids. As such, the challenges and features of different protocols and their applicability in each use case are identified to provide an insightful guide for future research studies.

电网基础设施彻底改变了我们的世界,改变了我们的生活方式。区块链技术也是如此。分级电网已经从集中式结构向分散式结构转变,以实现更高的灵活性和稳定性,区块链技术由于其分散性被广泛应用于能源领域处理电网管理、计费、计量等。本文的目的是对智能电网中区块链的技术进步进行多维度的回顾。总结了基于这些进展的相应应用,包括公司项目和用例。此外,分析了智能电网、以太坊虚拟机(即共识机制的运行环境)和智能合约中的安全威胁问题,并简要总结了在智能电网中构建基于区块链的安全基础设施的首要任务。因此,确定了不同协议的挑战和特征及其在每个用例中的适用性,为未来的研究提供了有见地的指导。
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引用次数: 18
Lightweight Frame Scrambling Mechanisms for End-to-End Privacy in Edge Smart Surveillance 边缘智能监控中端到端隐私的轻量级帧扰机制
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-04-14 DOI: 10.36227/TECHRXIV.14402504.V1
Alem Fitwi, Yu Chen, Sencun Zhu
As smart surveillance becomes popular in today's smart cities, millions of closed circuit television (CCTV) cameras are ubiquitously deployed that collect huge amount of visual information. All these raw visual data are often transported over a public network to distant video analytic centers. This increases the risk of interception and the spill of individuals' information into the wider cyberspace that causes privacy breaches. The edge computing paradigm allows the enforcement of privacy protection mechanisms at the point where the video frames are created. Nonetheless, existing cryptographic schemes are computationally unaffordable at the resource constrained network edge. Based on chaotic methods we propose three lightweight end-to-end (E2E) privacy-protection mechanisms: (1) a Dynamic Chaotic Image Enciphering (DyCIE) scheme that can run in real time at the edge; (2) a lightweight Regions of Interest (RoI) Masking (RoI-Mask) scheme that ensures the privacy of sensitive attributes on video frames; and (3) a novel lightweight Sinusoidal Chaotic Map (SCM) as a robust and efficient solution for enciphering frames at edge cameras. Design rationales are discussed and extensive experimental analyses substantiate the feasibility and security of the proposed schemes.
随着智能监控在当今智能城市的普及,数百万台闭路电视(CCTV)摄像机被广泛部署,用于收集大量视觉信息。所有这些原始视觉数据通常通过公共网络传输到遥远的视频分析中心。这增加了拦截的风险,并增加了个人信息泄露到更广泛的网络空间的风险,从而导致隐私泄露。边缘计算模式允许在创建视频帧的点上强制执行隐私保护机制。尽管如此,在资源受限的网络边缘,现有的密码方案在计算上是负担不起的。基于混沌方法,我们提出了三种轻量级的端到端(E2E)隐私保护机制:(1)一种可以在边缘实时运行的动态混沌图像加密(DyCIE)方案;(2) 确保视频帧上敏感属性的私密性的轻量级感兴趣区域(RoI)掩码(RoI Mask)方案;以及(3)一种新的轻量级正弦混沌映射(SCM),作为在边缘相机处对帧进行加密的鲁棒且有效的解决方案。讨论了设计原理,并进行了大量的实验分析,证实了所提出方案的可行性和安全性。
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引用次数: 2
Smart city development in Taiwan 台湾智慧城市的发展
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2021-04-02 DOI: 10.1049/smc2.12008
Jang-Hwa Leu, Bo-Chi Lin, Yen-Yi Liao, Dai-You Gan

This article outlines Taiwan’s experience in developing smart cities, including visions, implementation strategies and application cases. To take global trends and local needs into account, Taiwan has applied a dual development model that combines top-down (theme-based)/bottom-up (needs-based) approaches for a synergy effect in balancing innovations and local needs. Furthermore, a public–private partnership program has been adopted to prompt collaboration between central/local authorities with local businesses.Meanwhile, Taiwan uses a private finance initiative program and a global marketing strategy for strengthening the scalability and sustainability of smart city solutions. Three visions in the project help achieve the transformation to ensure smarter urban governance, more comprehensive industrial business models and better livelihoods of residents. Moreover, this article also presents five application cases in the top-down approach and four application cases in the bottom-up approach with proven track records which covered eight industry sectors: agriculture, healthcare, education, mobility, retail, energy, governance and environment.

本文概述了台湾发展智慧城市的经验,包括愿景、实施策略和应用案例。考虑到全球趋势和本地需求,台湾采用了自上而下(主题为基础)和自下而上(需求为基础)相结合的双重发展模式,在平衡创新和本地需求方面产生协同效应。此外,还通过了一项公私伙伴关系计划,以促进中央/地方当局与地方企业之间的合作。与此同时,台湾利用私人融资倡议计划和全球营销策略来加强智慧城市解决方案的可扩展性和可持续性。该项目的三个愿景有助于实现转型,以确保更智慧的城市治理,更全面的工业商业模式和更好的居民生计。此外,本文还介绍了自顶向下方法中的五个应用案例和自底向上方法中的四个应用案例,这些应用案例具有经过验证的跟踪记录,涵盖八个行业部门:农业、医疗保健、教育、移动、零售、能源、治理和环境。
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引用次数: 1
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IET Smart Cities
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