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An Application of Smart City to Achieve Sustainable Development: A Case Study in Dubai, United Arab Emirates 智慧城市在实现可持续发展中的应用——以阿拉伯联合酋长国迪拜为例
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2026-01-12 DOI: 10.1049/smc2.70018
Abdulla Almheiri, Jorge F. Montenegro, Amare Gebrie, Midhun Mohan, Muhamad Khairulbahri

Understanding associations between sustainable development and the smart city is essential to achieve sustainable smart cities. Dubai has emerged as an example in the Middle East for adopting smart technologies to enhance urban living, with initiatives ranging from digital governance to intelligent transportation systems. However, the associations between sustainable development and smart city implementation in Dubai is limited. This study aims to investigate the application of the smart city in Dubai, assessing the smart city implementation in terms of sustainable development by applying the system archetypes to assess the implementation of the smart city in Dubai in terms of sustainable development issues. After the identification of the system archetypes, it is found that the implementation of smart city initiatives such as e-government and clean transportation are in line with sustainable development issues such as low-carbon emissions and less air pollution. Moreover, this study shows that the structure of the Limits to Growth archetypes has dominated the smart city development in Dubai. This means that the development of Dubai has had critical issues such as persistent traffic congestion and a polluted atmosphere. The findings stress that the smart city application in Dubai is a good exemplar that the smart city can be a sustainable smart city altogether. The second point is although the smart city enables us to achieve a sustainable smart city, the implementation of the smart city should be monitored regularly, especially if reinforcing loops dominate balancing loops as seen in the case of traffic congestion. This study contributes to enhancing the decision-making process of policymakers, industry stakeholders, government authorities and business managers regarding the implementation of smart initiatives as well as for city planners to achieve a sustainable smart city in other regions.

了解可持续发展与智慧城市之间的联系对于实现可持续的智慧城市至关重要。迪拜已成为中东地区采用智能技术改善城市生活的典范,其举措从数字治理到智能交通系统。然而,迪拜可持续发展与智慧城市实施之间的联系是有限的。本研究旨在调查迪拜智慧城市的应用,通过应用系统原型来评估迪拜智慧城市在可持续发展问题方面的实施,从可持续发展的角度评估智慧城市的实施。识别系统原型后发现,实施电子政务、清洁交通等智慧城市倡议符合低碳排放、减少空气污染等可持续发展问题。此外,本研究表明,增长极限原型的结构主导了迪拜的智慧城市发展。这意味着迪拜的发展遇到了严重的问题,比如持续的交通拥堵和污染的大气。研究结果强调,迪拜的智慧城市应用是一个很好的范例,表明智慧城市可以成为一个可持续发展的智慧城市。第二点是,虽然智慧城市使我们能够实现可持续的智慧城市,但智慧城市的实施应该定期监测,特别是在交通拥堵的情况下,如果强化环路主导平衡环路。本研究有助于加强政策制定者、行业利益相关者、政府当局和企业管理者在实施智能举措方面的决策过程,并有助于城市规划者在其他地区实现可持续的智慧城市。
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引用次数: 0
Trajectory Optimisation for UAV Data Collection in IoT-Based WSN: A Lévy Flight-Based Approach 基于物联网WSN的无人机数据采集轨迹优化:一种基于lsamvy飞行的方法
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2026-01-09 DOI: 10.1049/smc2.70022
Hamayadji Abdoul Aziz, Ado Adamou Abba Ari, Emmanuel Baba, Khouloud Boukadi, Alidou Mohamadou, Zibouda Aliouat, Abdelhak Mourad Gueroui

In large-scale deployments, the Internet of things (IoT) and wireless sensor networks (WSNs) often face challenges in transmitting collected data to the base station due to limited network coverage. Unmanned aerial vehicles (UAVs) can extend this coverage by flying to remote WSN areas and communicating with aggregator nodes (CH-nodes) to retrieve data. Designing UAV-assisted data collection systems therefore requires a careful consideration of both UAV and WSN constraints. This article proposes an energy-efficient approach for UAV-based data collection in IoT/WSNs. The problem is formulated to jointly optimise system cost and energy consumption while accounting for communication power, mission duration, and data importance. The solution proceeds in two steps. First, aggregator nodes are selected using clustering based on residual energy and inter-node distances to minimise system costs. Second, the UAV trajectory is generated using a Lévy flight strategy that follows the positions of the selected aggregators. Although this trajectory may be slightly longer than that produced by a deterministic TSP route, it increases the amount of collected data and prolongs both UAV and WSN lifetime by ensuring timely visits to distant cluster heads. Simulation results confirm the efficiency and robustness of the proposed method compared with existing solutions.

在大规模部署中,由于网络覆盖范围有限,物联网(IoT)和无线传感器网络(wsn)在将采集到的数据传输到基站时经常面临挑战。无人驾驶飞行器(uav)可以通过飞到远程WSN区域并与聚合节点(ch -节点)通信来检索数据来扩展这种覆盖范围。因此,设计无人机辅助数据收集系统需要仔细考虑无人机和无线传感器网络的约束。本文提出了一种基于无人机的物联网/无线传感器网络数据收集的节能方法。在考虑通信功率、任务时间和数据重要性的情况下,共同优化系统成本和能耗。解决方案分两个步骤进行。首先,采用基于剩余能量和节点间距离的聚类方法选择聚合器节点,使系统成本最小化。其次,使用遵循所选聚合器位置的lsamvy飞行策略生成无人机轨迹。尽管这种轨迹可能比确定性TSP路线产生的轨迹稍微长一些,但它增加了收集数据的数量,并通过确保及时访问远程簇头来延长无人机和WSN的寿命。仿真结果验证了该方法的有效性和鲁棒性。
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引用次数: 0
Automating City Accessibility Constraints Mapping Through AI-Assisted Scanning of Street View Imagery 通过人工智能辅助街景图像扫描实现城市可达性约束映射自动化
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-12-13 DOI: 10.1049/smc2.70020
Rui S. Moreira, Sérgio Moita, José Manuel Torres, Feliz Gouveia, Maria Alzira P. Dinis, Diogo Ferreira, Madalena Araújo, Maria João S. Guerreiro

Urban environments often pose challenges for individuals with mobility impairments due to inadequate pedestrian infrastructure. In addition, the lack of accurate mapping of accessibility features limits the ability to monitor and address these constraints effectively. This paper introduces a framework for Automating City Accessibility Mapping using AI (ACAMAI), that is, provides an AI-assisted pipeline for the automated identification and geolocation of urban accessibility constraints using Google Street View (GSV) panoramas. The ACAMAI pipeline comprises two main stages: (i) training a YOLOv8 object detector to recognise accessibility-related features, such as curb ramps, missing ramps, obstacles and surface problems, in 2D sidewalk images; and (ii) scanning 360° GSV panoramas by extracting multiple perspective views to be analysed by the trained model. The model was trained on a combination of international (Project Sidewalk Dataset—PSD) and local (Porto Dataset—PTD) datasets, achieving high performance across classes, including 91% recall and 85% precision for curb ramps. In the panorama scanning stage, using a fine angular iterative step (2°) maximised the recall, reaching 90% for curb ramps and 93% for obstacles in a locally annotated dataset (GSV Panorama Porto Dataset—GSV-PPD). Although this improved detection coverage, it also led to a high number of redundant predictions, which contributed to a reduced overall precision. Finally, identified constraints are georeferenced and mapped onto OpenStreetMap (OSM), supporting scalable and inclusive urban planning.

由于行人基础设施不足,城市环境经常给行动不便的人带来挑战。此外,缺乏可访问性特性的精确映射限制了有效地监视和处理这些约束的能力。本文介绍了一种基于人工智能的城市可达性自动映射框架(ACAMAI),即利用谷歌街景(GSV)全景图,为城市可达性约束的自动识别和地理定位提供了人工智能辅助管道。ACAMAI流程包括两个主要阶段:(i)训练YOLOv8对象检测器,以识别2D人行道图像中的无障碍相关特征,如路缘坡道、缺失坡道、障碍物和表面问题;(ii)扫描360°GSV全景图,提取多个视角,由训练后的模型进行分析。该模型在国际(Project Sidewalk Dataset-PSD)和本地(Porto Dataset-PTD)数据集的组合上进行了训练,实现了跨类别的高性能,包括91%的召回率和85%的精度。在全景扫描阶段,使用精细角度迭代步骤(2°)最大化召回率,在局部注释数据集(GSV panorama Porto datasset - GSV- ppd)中,对路边坡道的召回率达到90%,对障碍物的召回率达到93%。虽然这提高了检测覆盖率,但也导致了大量的冗余预测,从而降低了总体精度。最后,将确定的约束条件进行地理参考并映射到OpenStreetMap (OSM)上,以支持可扩展和包容性的城市规划。
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引用次数: 0
A Decentralised Framework for Peer-to-Peer Energy Interactions in a Smart Residential Microgrid 智能住宅微电网中点对点能源交互的分散框架
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-11-15 DOI: 10.1049/smc2.70019
Saif Mohanad Maher, Tohid Ghanizadeh Bolandi, Sajjad Golshannavaz

The emergence of advanced home technology and the incorporation of distributed energy resources (DERs) have markedly heightened the necessity for energy management solutions that balance technical performance with economic efficiency in smart residential microgrid (SRMG). In the absence of effective collaboration and energy interactions among smart homes, imbalances in the SRMG load profile may occur, risking violations of technical standards. This study introduces a decentralised framework for SRMG that includes diverse smart homes engaged in peer-to-peer (P2P) energy interactions. The framework is designed to minimise variations in the SRMG load profile while also reducing expenses for smart homes, all while ensuring resident comfort through P2P interactions. The home energy management (HEM) system seeks to optimise energy costs by utilising DER capabilities to facilitate P2P interactions and maintain bidirectional communication with the SRMG operator (SRMGO). Continuous data sharing between the SRMGO and HEM systems is crucial for optimising the load profile in a decentralised framework. This enables about a 4.25% reduction in load profile deviations without raising energy costs, showing that decentralised P2P energy interactions improve load management in SRMG and cost stability in smart homes. Simulation results generated using general algebraic modelling system (GAMS) software demonstrate that integrating P2P energy strategies within a decentralised framework can effectively fulfil both the technical requirements of the SRMG and the financial goals of individual smart homes.

先进家庭技术的出现和分布式能源(DERs)的结合显著提高了在智能住宅微电网(SRMG)中平衡技术性能和经济效率的能源管理解决方案的必要性。在智能家居之间缺乏有效的协作和能源互动的情况下,可能会出现SRMG负载分布的不平衡,从而有违反技术标准的风险。本研究介绍了一个分散的SRMG框架,其中包括从事点对点(P2P)能源交互的各种智能家居。该框架旨在最大限度地减少SRMG负载概况的变化,同时减少智能家居的费用,同时通过P2P交互确保居民的舒适度。家庭能源管理(HEM)系统旨在通过利用DER功能来促进P2P交互,并与SRMG运营商(SRMGO)保持双向通信,从而优化能源成本。在分散的框架中,SRMGO和HEM系统之间的持续数据共享对于优化负载概况至关重要。这使得在不提高能源成本的情况下减少约4.25%的负载分布偏差,表明分散的P2P能源交互改善了SRMG的负载管理和智能家居的成本稳定性。使用通用代数建模系统(GAMS)软件生成的仿真结果表明,在分散的框架内集成P2P能源策略可以有效地满足SRMG的技术要求和单个智能家居的财务目标。
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引用次数: 0
100 European Cities' Path to Climate Neutrality by 2030 100个欧洲城市到2030年实现气候中和之路
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-11-08 DOI: 10.1049/smc2.70017
Aapo Huovila, Mari Hukkalainen

NetZeroCities programme supports 100 European cities on their path to climate neutrality by 2030, thus showing the way for the whole continent to become climate neutral by 2050. As of now, 92 cities have outlined actions and investments to achieve this goal but time is running out. The timely implementation of the required actions depends on further efforts related to funding, capability improvement, evaluation, stakeholder engagement and upscaling.

NetZeroCities项目支持100个欧洲城市到2030年实现气候中和,从而为整个欧洲大陆到2050年实现气候中和指明了道路。截至目前,已有92个城市概述了实现这一目标的行动和投资,但时间已经不多了。所需行动的及时实施取决于与资金、能力改进、评估、利益相关者参与和升级有关的进一步努力。
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引用次数: 0
A Framework for Mapping Socio-Ecological Dynamics to Support Sustainable Post-Mining Regional Transitions 社会生态动态绘图框架以支持可持续的采矿后区域转型
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-10-22 DOI: 10.1049/smc2.70016
Yuliang Jiang, Elisa Palazzo, Simit Raval

Mapping socio-ecological dynamics reveals how human and natural systems interact over time, supporting informed planning and balanced regional development. By detecting patterns in these interactions, mapping supports policymakers in navigating complex transitions and guiding sustainable regional planning. These transitions are particularly evident in regions experiencing synchronised coal mine and coal-fired power plant closures. Despite ongoing rehabilitation efforts worldwide, few studies explore how socio-ecological factors interact and evolve or employ mapping as an integrative tool. Directly addressing this gap, this study innovatively introduces a framework that treats coal mines and power plants as a connected nexus, analysing their regional impacts through an integrated mapping approach. This framework combines geospatial mapping with exploratory, causal, and predictive modelling to analyse spatiotemporal shifts in post-mining landscapes. Applied to the Latrobe Valley in Australia, the framework reveals the closure caused sharp declines in income and nighttime light intensity, with no immediate recovery in native vegetation. Projections indicate that without early intervention, the Valley risks deepening regional socioeconomic decline. Translating multifaceted data into an analytical format enables stakeholders to see through complexity, understand interconnected socio-ecological dynamics across phases, and coordinate governance to manage regional changes for balanced development strategies.

绘制社会生态动态揭示了人类和自然系统如何随着时间的推移相互作用,支持明智的规划和平衡的区域发展。通过发现这些相互作用中的模式,制图可以帮助决策者应对复杂的转型,并指导可持续的区域规划。这些转变在煤矿和燃煤电厂同步关闭的地区尤为明显。尽管世界范围内正在进行康复工作,但很少有研究探索社会生态因素如何相互作用和进化或将测绘作为综合工具。直接解决这一差距,本研究创新地引入了一个框架,将煤矿和发电厂视为一个连接的纽带,通过综合制图方法分析它们的区域影响。该框架将地理空间映射与探索性、因果性和预测性建模相结合,以分析采矿后景观的时空变化。应用于澳大利亚的拉特罗布山谷,该框架揭示了关闭导致收入和夜间光线强度急剧下降,原生植被没有立即恢复。预测表明,如果不及早干预,该地区的社会经济衰退可能会加剧。将多方面的数据转化为分析格式,使利益相关者能够看穿复杂性,了解各阶段相互关联的社会生态动态,并协调治理,以管理区域变化,实现平衡发展战略。
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引用次数: 0
Towards Sustainable Human-Centred Smart Cities—Design Framework and Case Studies for Hong Kong and Riyadh 迈向可持续的以人为本的智慧城市——香港与利雅得的设计框架及个案研究
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-10-22 DOI: 10.1049/smc2.70010
Christine Yip, Zhao Yang Dong, Yuechuan Tao, Shuying Lai

This paper presents a hybrid human-centred sustainable smart city framework that integrates three key dimensions: Sustainability, Health & Wellbeing and Technologies. The proposed framework uses a hybrid index to evaluate smart city performance across these dimensions, applying a quantitative methodology based on min–max normalisation. By conducting an in-depth comparative analysis of smart city initiatives in Hong Kong and Riyadh, the study illustrates the adaptability of the hybrid framework in distinct urban contexts. Hong Kong’s efforts in integrating (Internet of Things) IoT-based monitoring systems, digital health platforms, and active transportation highlight the focus on health and wellbeing in space-constrained urban environments. In contrast, Saudi Vision 2030 emphasises renewable energy deployment, large-scale smart infrastructure projects, and sustainability measures in Riyadh. Despite the differences in economic and regulatory environments, both cities demonstrate the effectiveness of embedding human-centred principles in urban development. The findings underscore that a balanced integration of technology, sustainability and wellbeing is essential for building resilient, inclusive, and sustainable smart cities, serving as a model for future urban development globally.

本文提出了一个以人为中心的混合可持续智慧城市框架,该框架集成了三个关键维度:可持续性、健康与福祉和技术。提出的框架使用混合指数来评估智慧城市在这些方面的表现,并应用基于最小-最大归一化的定量方法。通过对香港和利雅得的智慧城市举措进行深入的比较分析,该研究说明了混合框架在不同城市环境中的适应性。香港在整合物联网监测系统、数字健康平台和主动交通方面的努力,突显了在空间有限的城市环境中对健康和福祉的关注。相比之下,沙特2030愿景强调利雅得的可再生能源部署、大规模智能基础设施项目和可持续发展措施。尽管经济和监管环境存在差异,但这两个城市都展示了将以人为本的原则融入城市发展的有效性。研究结果强调,技术、可持续性和福祉的平衡整合对于建设有弹性、包容和可持续的智慧城市至关重要,智慧城市将成为未来全球城市发展的典范。
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引用次数: 0
An Architecture and Realisation of a Smart City Digital Twin With eHealth Case Studies 智慧城市数字孪生的架构与实现与电子健康案例研究
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-09-18 DOI: 10.1049/smc2.70006
Nandana Jayachandran, Atef Abdrabou, Mohammad Al Bataineh, Kamarul Ariffin Noordin

Digital twinning is an advanced technology that involves creating virtual replicas of various physical systems. In smart cities, digital twins serve as digital representations that model and simulate various urban elements, such as environment protection (e.g., air quality), critical infrastructure, transportation networks and other urban management processes. It has recently gained considerable attention for its transformative potential, enabling city authorities to visualise and analyse complex city dynamics for better-informed decision-making. Therefore, this paper proposes a simplified layered architecture for smart city digital twins. The layers of the proposed architecture cover the range of operations required by the functionality of the digital twin and the interaction between them, from data transfer or synthesis to big data streaming and intelligent analytics. The paper also introduces an open-source software tool that realises the proposed architecture, with each layer designed as an independent Python module for easy integration and maintenance. Three case studies are used to demonstrate the capabilities of the tool. One use case addresses short-term forecasting of the air quality index, whereas the other use case targets the detection of an individual's respiratory condition based on data received from wearable devices. The third case combines the other two cases to offer a warning system for residents with medical conditions based on air quality. The results of the case studies show the tool's ability to effectively handle environment and eHealth-related use cases and combine them for the welfare of smart city residents, leading to a more resilient health-focused urban landscape.

数字孪生是一种先进的技术,它涉及到创建各种物理系统的虚拟副本。在智慧城市中,数字孪生作为数字表示,对各种城市要素进行建模和模拟,如环境保护(如空气质量)、关键基础设施、交通网络和其他城市管理过程。它的变革潜力最近获得了相当大的关注,使城市当局能够可视化和分析复杂的城市动态,以做出更明智的决策。因此,本文提出了一种简化的智慧城市数字孪生的分层架构。拟议架构的各层涵盖了数字孪生功能所需的操作范围以及它们之间的交互,从数据传输或合成到大数据流和智能分析。本文还介绍了一个开源软件工具来实现所提出的架构,每一层都被设计为一个独立的Python模块,便于集成和维护。使用三个案例研究来演示该工具的功能。一个用例解决了空气质量指数的短期预测,而另一个用例的目标是根据从可穿戴设备接收的数据检测个人的呼吸状况。第三个案例结合了前两个案例,根据空气质量为有医疗状况的居民提供预警系统。案例研究的结果表明,该工具能够有效地处理环境和电子健康相关用例,并将它们结合起来,为智慧城市居民的福利服务,从而形成一个更具弹性的以健康为重点的城市景观。
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引用次数: 0
Design of Analysis System for Driving Behaviour at Bus Stops 公交车站驾驶行为分析系统的设计
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-09-12 DOI: 10.1049/smc2.70013
Kuei-Jung Hung, Chia-Ming Tsai, Yun-Chu Tsai, Ya-Wen Hsu, Chiao-Sheng Wang, Chia-Yun Li, Jau-Woei Perng

Statistics indicate that many road accidents stem from driver negligence, such as collisions with parked cars, motorcyclists or pedestrians in blind spots. Although numerous studies address bus driver behaviour, most focus on freeways rather than urban streets. This paper introduces a safety assessment system (SAS) utilising existing onboard cameras on buses, eliminating the need for additional sensors. The SAS evaluates city bus drivers' behaviour when entering and exiting bus stops (ELBS), considering three key factors: entry velocity, head turn frequency to assess surroundings, and estimated distance from the road boundary upon arrival (DBR). Leveraging image and global positioning system (GPS) data, the system establishes risk levels for each scenario, aiding in identifying safe driving practices. To validate its feasibility, a professional survey was conducted, confirming alignment between the designed scoring scale and survey results.

统计数据表明,许多道路交通事故源于驾驶员的疏忽,例如与停放的汽车、摩托车手或行人在盲区发生碰撞。尽管有许多研究针对公交车司机的行为,但大多数研究都集中在高速公路上,而不是城市街道上。本文介绍了一种安全评估系统(SAS),利用现有的车载摄像头,消除了对额外传感器的需要。SAS评估城市公交司机在进出公交车站(ELBS)时的行为,考虑三个关键因素:进入速度、转向频率以评估周围环境,以及到达时距离道路边界的估计距离(DBR)。利用图像和全球定位系统(GPS)数据,该系统为每种情况建立风险等级,帮助识别安全驾驶做法。为了验证其可行性,进行了专业调查,确认了设计的评分量表与调查结果的一致性。
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引用次数: 0
Enhancing Smart City Security: An Intrusion Detection System Using Machine Learning Methods With the UNB CIC IoT 2023 Dataset 增强智慧城市安全:基于UNB CIC物联网2023数据集的机器学习入侵检测系统
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-09-10 DOI: 10.1049/smc2.70014
Mehdi Houichi, Faouzi Jaidi, Adel Bouhoula

Smart cities, characterised by their extensive use of IoT devices, aim to enhance urban living through improved efficiency, sustainability and quality of life. However, the widespread integration of IoT technology introduces significant cybersecurity challenges, including vulnerabilities to cyberattacks, data breaches and infrastructure resilience issues. Addressing these challenges is critical to realising the full potential of smart city initiatives. Intrusion detection systems (IDS) play a vital role in safeguarding smart city environments. Numerous studies have explored various IDS methodologies, yet the dynamic and complex nature of smart city IoT networks demands continuous advancements. In this article, we present a novel IDS approach that leverages machine learning techniques to enhance the detection and prevention of cyber threats in smart cities. Utilising the UNB CIC IoT 2023 Dataset, we develop and evaluate multiple models, including Random Forest Classifier, Decision Tree Classifier, KNN and AdaBoost. Our proposed IDS framework emphasises real-time threat detection ensuring both low latency and high accuracy. Through comprehensive data preprocessing and rigorous model training, our system demonstrates exceptional performance in identifying and neutralising cyber threats. The findings from this research reveal significant improvements in the security and privacy of smart city IoT infrastructures highlighting the effectiveness of integrating advanced AI methodologies.

智慧城市以广泛使用物联网设备为特征,旨在通过提高效率、可持续性和生活质量来改善城市生活。然而,物联网技术的广泛集成带来了重大的网络安全挑战,包括网络攻击漏洞、数据泄露和基础设施弹性问题。解决这些挑战对于充分发挥智慧城市倡议的潜力至关重要。入侵检测系统(IDS)在保护智慧城市环境中发挥着至关重要的作用。许多研究已经探索了各种IDS方法,但智慧城市物联网网络的动态性和复杂性需要不断发展。在本文中,我们提出了一种新的IDS方法,该方法利用机器学习技术来增强智能城市中网络威胁的检测和预防。利用UNB CIC物联网2023数据集,我们开发和评估了多个模型,包括随机森林分类器、决策树分类器、KNN和AdaBoost。我们提出的IDS框架强调实时威胁检测,确保低延迟和高精度。通过全面的数据预处理和严格的模型训练,我们的系统在识别和消除网络威胁方面表现出卓越的性能。这项研究的结果表明,智慧城市物联网基础设施的安全性和隐私性得到了显著改善,突出了集成先进人工智能方法的有效性。
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引用次数: 0
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