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Smart cities,smart systems:A comprehensive review of system dynamics model applications in urban studies in the big data era 被引量:2
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作者 Gift Fabolude Charles Knoble +1 位作者 Anvy Vu Danlin Yu 《Geography and Sustainability》 2025年第1期25-36,共12页
This paper addresses urban sustainability challenges amid global urbanization, emphasizing the need for innova tive approaches aligned with the Sustainable Development Goals. While traditional tools and linear models ... This paper addresses urban sustainability challenges amid global urbanization, emphasizing the need for innova tive approaches aligned with the Sustainable Development Goals. While traditional tools and linear models offer insights, they fall short in presenting a holistic view of complex urban challenges. System dynamics (SD) models that are often utilized to provide holistic, systematic understanding of a research subject, like the urban system, emerge as valuable tools, but data scarcity and theoretical inadequacy pose challenges. The research reviews relevant papers on recent SD model applications in urban sustainability since 2018, categorizing them based on nine key indicators. Among the reviewed papers, data limitations and model assumptions were identified as ma jor challenges in applying SD models to urban sustainability. This led to exploring the transformative potential of big data analytics, a rare approach in this field as identified by this study, to enhance SD models’ empirical foundation. Integrating big data could provide data-driven calibration, potentially improving predictive accuracy and reducing reliance on simplified assumptions. The paper concludes by advocating for new approaches that reduce assumptions and promote real-time applicable models, contributing to a comprehensive understanding of urban sustainability through the synergy of big data and SD models. 展开更多
关键词 Urban sustainability Smart cities System dynamics models Big data analytics Urban system complexity Data-driven urbanism
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基于ELITE Cities模型的贺州市低碳生态城市发展水平评价
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作者 韦芳宁 鄢世阳 +1 位作者 唐丽 黄楚欣 《中国资源综合利用》 2025年第8期64-66,共3页
随着我国城市化进程的加快,低碳生态城市成为可持续发展的核心目标。利用美国劳伦斯伯克利国家实验室开发的ELITE Cities模型,对广西壮族自治区贺州市的低碳生态发展水平进行评估。基于ELITE Cities模型的33项关键指标(共分为八大类),... 随着我国城市化进程的加快,低碳生态城市成为可持续发展的核心目标。利用美国劳伦斯伯克利国家实验室开发的ELITE Cities模型,对广西壮族自治区贺州市的低碳生态发展水平进行评估。基于ELITE Cities模型的33项关键指标(共分为八大类),分析贺州市在能源与气候、水资源、空气质量、移动性、土地使用、废弃物管理、经济及社会健康方面的表现,并与国内最佳实践进行比较。研究结果表明,贺州市整体表现良好,但在土地利用、医疗管理等方面仍有改进空间。 展开更多
关键词 低碳生态城市 ELITE cities模型 可持续发展 贺州市
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Rurbanization: Effects and Challenges on Small and Medium-Sized Cities
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作者 Rebecca Oberreiter 《Management Studies》 2025年第2期88-95,共8页
Rurbanization,characterized by the integration of rural and urban attributes,holds significant implications for the development and marketing of small and medium-sized cities.This study investigates the effects of rur... Rurbanization,characterized by the integration of rural and urban attributes,holds significant implications for the development and marketing of small and medium-sized cities.This study investigates the effects of rurbanization on city marketing strategies and urban growth through a comprehensive review of recent literature.Key factors influencing rurbanization are identified,along with their impacts on city marketing practices.The findings indicate that rurbanization enhances city branding,attracts new residents and businesses,and promotes sustainable urban development.However,the phenomenon also presents challenges,including infrastructural strain and socio-cultural integration issues.Furthermore,rurbanization influences the socio-economic dynamics of cities,resulting in both opportunities and inequalities that require careful management.The study concludes with actionable recommendations for leveraging rurbanization to achieve positive city marketing outcomes while addressing associated challenges.This research aims to deepen the understanding of rurbanization and provide practical insights for policymakers,urban planners,and marketers in small and medium-sized cities,enabling them to optimize their growth strategies effectively. 展开更多
关键词 rurbanization city marketing small and medium-sized cities urban development city branding sustainable development
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A Review on Integration of IoT as an Approach for Energy Saving in Smart Sustainable Cities
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作者 Mohd Addad Shehadeh Al-Taani 《Journal of Environmental Science and Engineering(A)》 CAS 2025年第1期60-71,共12页
Rapid urbanization has been happening around the world,leading to many challenges and difficulties in infrastructure,communication network,transportation,environmental and organizational problems.Proper and responsibl... Rapid urbanization has been happening around the world,leading to many challenges and difficulties in infrastructure,communication network,transportation,environmental and organizational problems.Proper and responsible management of urban resources plays a significant role in sustainable development.Smart sustainable cities use ICTs(Information and Communication Technologies)to improve quality of life,efficiency of urban operation and services.The latest advancement in communication,technology,data management,and IoT(Internet of Things)provide a tremendous role for practical implementations and adoption of devices and entities.Smart sustainable cities can be intellectualized as an innovative approach of controlling urban resources and valuable components based on the latest advancement in ICT.Our study focuses on reviewing and discussing the literature that states the vital components of IoT associated with smart sustainable cities in general and specifically with green energy. 展开更多
关键词 IOT devices and sensors smart sustainable cities and green energy.
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Smart Cities,Digital Citizenship
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作者 ZHOU LIN 《China Today》 2025年第8期28-31,共4页
Beijing defines a new model for digital-friendly cities where technology meets people’s needs and global cooperation drives inclusivity.THE 6,000-square-meter Beijing FUN Digital Complex,a vibrant pedestrian street i... Beijing defines a new model for digital-friendly cities where technology meets people’s needs and global cooperation drives inclusivity.THE 6,000-square-meter Beijing FUN Digital Complex,a vibrant pedestrian street in the historic Qianmen area of central Beijing,was bustling with visitors during the 2025 Beijing Digital Economy Experience Week,held from June 27 to July 5.Some climbed into a full-size C919 flight simulator,while others put on a domestically-made 8K VR headset to test a real-time voice-interaction model,immersing themselves in a dazzling virtual world. 展开更多
关键词 technology digital citizenship digital friendly cities smart cities peoples needs k vr headset global cooperation BEIJING
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Impact of Built Environment on Urban Vitality in Shrinking Cities:Moderating Effect of Housing Vacancy
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作者 FU Hui ZHOU Guolei +3 位作者 SUN Hongri JIN Yu WU Hanchun LIU Yanjun 《Chinese Geographical Science》 2025年第6期1428-1443,共16页
Urban vitality is one of the key indicators of sustainable urban development and an important factor for shrinking cities to achieve internal optimization.The relationship between the built environment and urban vital... Urban vitality is one of the key indicators of sustainable urban development and an important factor for shrinking cities to achieve internal optimization.The relationship between the built environment and urban vitality has been extensively discussed.However,the moderating effect of housing vacancy on the built environment’s effect on urban vitality in shrinking cities has not been explored in detail.This paper selected Yichun District in Yichun City of Heilongjiang Province,a typical shrinking city in Northeast China,as the study area,focusing on the effect of the built environment on urban vitality in shrinking cities based on residential and commercial electricity consumption data for 2013 and 2018.Moreover,this study also explored the moderating mechanisms of residential and commercial housing vacancies on the built environment’s effect on urban vitality.The results demonstrate that the spatial pattern of urban vitality in the Yichun District is‘high in the center and low in the periphery’.Population density,building age,road density,and catering facilities are recognized as the main built environment factors affecting the vitality of shrinking cities.Residential and commercial housing vacancies have a significant moderating effect on the built environment’s effect on urban vitality.Residential housing vacancies enhance the positive effect of road density and the negative effect of greening rate.In addition,commercial housing vacancies suppress the positive effect of building density and enhance the positive effect of accessibility to urban service facilities.The study indicates that built environment factors exhibit heterogeneous effects on vitality in the context of urban shrinkage,as moderated by housing vacancies.Targeted regulation of built environment factors is of practical significance in realizing the internal development and vitality enhancement of shrinking cities. 展开更多
关键词 housing vacancy urban vitality built environment shrinking cities Yichun District Yichun City China
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An Improved Reinforcement Learning-Based 6G UAV Communication for Smart Cities
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作者 Vi Hoai Nam Chu Thi Minh Hue Dang Van Anh 《Computers, Materials & Continua》 2026年第1期2030-2044,共15页
Unmanned Aerial Vehicles(UAVs)have become integral components in smart city infrastructures,supporting applications such as emergency response,surveillance,and data collection.However,the high mobility and dynamic top... Unmanned Aerial Vehicles(UAVs)have become integral components in smart city infrastructures,supporting applications such as emergency response,surveillance,and data collection.However,the high mobility and dynamic topology of Flying Ad Hoc Networks(FANETs)present significant challenges for maintaining reliable,low-latency communication.Conventional geographic routing protocols often struggle in situations where link quality varies and mobility patterns are unpredictable.To overcome these limitations,this paper proposes an improved routing protocol based on reinforcement learning.This new approach integrates Q-learning with mechanisms that are both link-aware and mobility-aware.The proposed method optimizes the selection of relay nodes by using an adaptive reward function that takes into account energy consumption,delay,and link quality.Additionally,a Kalman filter is integrated to predict UAV mobility,improving the stability of communication links under dynamic network conditions.Simulation experiments were conducted using realistic scenarios,varying the number of UAVs to assess scalability.An analysis was conducted on key performance metrics,including the packet delivery ratio,end-to-end delay,and total energy consumption.The results demonstrate that the proposed approach significantly improves the packet delivery ratio by 12%–15%and reduces delay by up to 25.5%when compared to conventional GEO and QGEO protocols.However,this improvement comes at the cost of higher energy consumption due to additional computations and control overhead.Despite this trade-off,the proposed solution ensures reliable and efficient communication,making it well-suited for large-scale UAV networks operating in complex urban environments. 展开更多
关键词 UAV FANET smart cities reinforcement learning Q-LEARNING
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Analysis of GIS Technology Application in Urban Planning from the Perspective of Smart Cities
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作者 Ziyao Xiao 《Journal of World Architecture》 2025年第4期133-139,共7页
The world is being swept by the wave of smart cities,and Geographic Information System(GIS)technology plays a key role in it.This article explores the application status and development trend of GIS technology in urba... The world is being swept by the wave of smart cities,and Geographic Information System(GIS)technology plays a key role in it.This article explores the application status and development trend of GIS technology in urban planning from the perspective of smart cities.By sorting out the application value of GIS in urban strategic layout,multi system collaboration,and precise services,it explains the necessity of promoting the transformation of planning towards intelligence.We have summarized and organized the practical points of GIS in areas such as overall planning,underground space,landscape,and transportation,including spatial simulation,3D management,ecological integration,and dynamic optimization.Looking ahead to the future,the cross integration of GIS with artificial intelligence,3D modeling,carbon neutrality monitoring,data collaboration,and other technologies will drive planning towards a new stage of development that is more intelligent,refined,open,and green.With the empowerment of GIS,we aim to create sustainable cities that are resilient,low-carbon,and inclusive,making urban life better. 展开更多
关键词 Smart city Urban planning GIS
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Tomorrow’s Smart Cities:Reflections on the Chinese Practices of Smart Cities and Strategy Development for the Future
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作者 ZHEN Feng XI Guangliang +1 位作者 ZHANG Shanqi QIN Xiao 《Chinese Geographical Science》 2025年第5期929-944,共16页
The smart city is not only a crucial means of promoting sustainable development,but also a strategic approach to advancing scientific urban development and governance on a global scale.Based on a textual co-occurrence... The smart city is not only a crucial means of promoting sustainable development,but also a strategic approach to advancing scientific urban development and governance on a global scale.Based on a textual co-occurrence analysis of policy documents,this study examines the components,development pathways,and models of smart cities in China.It identifies three distinct phases in the development process:the information project-driven phase,the holistic development phase,and the collaborative development phase.Overall,the development of smart cities in China-characterized by a strong focus on information technology projects-was primarily initiated by both central and local governments.Reflecting on the informatization process and the trajectory of smart city development in China since the mid-1990s,this paper argues that smart city initiatives must evolve beyond a purely technology-driven framework toward a more human-centered approach.Against the backdrop of ongoing urbanization and urban transformation in China,this study proposes future development strategies that integrate top-down government planning with bottom-up public engagement.It advocates for a comprehensive framework that integrates technology,human needs,and spatial planning,emphasizing the spatiotemporal coordination between technological implementation and stakeholder demands.This research offers valuable insights and strategic guidance for the future development of smart cities worldwide. 展开更多
关键词 INFORMATIZATION smart city human-centric development collaborative development China
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Determining the Prevailing Effects among Public Space Utilization Factors in Science Cities:A Study in Cyberjaya,Malaysia
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作者 Oloruntoba Kayode 《Journal of Civil Engineering and Architecture》 2025年第4期173-183,共11页
The aim of this study is to develop an understanding on the contributing influences that occur among qualities of public space,public space aesthetics,the comfort derived in public space and public space accessibility... The aim of this study is to develop an understanding on the contributing influences that occur among qualities of public space,public space aesthetics,the comfort derived in public space and public space accessibility in science cities.This study seeks to investigate the extent at which public space attributes impact on one another.The emphasis accruing to open greenery including public spaces in the physical development of science cities necessitates the selection of Cyberjaya Malaysia as the study area.Survey questionnaires were used to investigate potential respondent’s perceptions on public space utilization and the feedback was validated with SEM(structural equation modelling).The findings indicated that the accessibility attributes significantly influenced other public space utilization attributes while good quality of public space influenced the comfort derived from it.Attractiveness of public space was found not capable to predict the comfort and good quality of public space. 展开更多
关键词 Public space science city physical development UTILIZATION relationship
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Comprehensive evaluation and influencing factors of healthy cities in China’s urban agglomerations
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作者 WU Kang ZHANG Jing LI Dong 《Journal of Geographical Sciences》 2025年第4期821-845,共25页
Research on urban health constitutes an important issue in the field of health geography and also a strong propeller of the Healthy China Initiative.As the main form that realizes new-type urbanization,urban agglomera... Research on urban health constitutes an important issue in the field of health geography and also a strong propeller of the Healthy China Initiative.As the main form that realizes new-type urbanization,urban agglomerations should become the primal sites for the construction of a“Healthy China”.The evaluation of healthy cities’development in urban agglomerations has both theoretical and practical values.Based on the concept of urban health and its evaluation models,this paper developed an evaluation framework for healthy cities that involved multiple data sources.With 19 urban agglomerations in China as the research subjects,we used CRITIC weighting and geographical detectors to examine the geographies of healthy cities and their influencing factors in 2010 and 2020.The results were fourfold.Firstly,the urban health level of China significantly increased from 2010 to 2020,and the comprehensive health index developed towards a positive skewed distribution,along with a shift from“low in the hinterland-high in the coastal areas”to a“multipolar”pattern led by the coastal and southwest urban agglomerations.Secondly,among various dimensions of urban health,the healthy environment index became improved with narrowed regional differences;while the health services index was still polarized;health collaboration was upgraded with a strengthened intercity health network;the healthy population index slightly declined and converged to the middle.Thirdly,urban health in China has initially demonstrated the characteristics of a H-H pattern in the Yangtze River Delta and ChengduChongqing regions,as well as L-L clusters in the northern urban agglomerations,the narrowed regional differences,and increasing coordination within each urban agglomeration.Fourthly,the geographical detector found that economy,urbanization and the human capital were significant external factors that affected urban health development.The explanatory power of technological innovation and opening to the outside world were also increasing.The development of healthy cities is yet to be transformed into regional health integration. 展开更多
关键词 healthy city urban agglomeration EVALUATION influencing factors Healthy China
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From"Spatial Reconstruction"to"Scene Construction":Analysis on the Design Pathway of Waterfront Space in Tourism Cities from the Perspective of Scene Theory:A Case Study of the Xuan en Night Banquet Project in Enshi
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作者 Shuyi SHEN 《Meteorological and Environmental Research》 2025年第4期16-19,25,共5页
With the upgrading of tourism consumption patterns,the traditional renovation models of waterfront recreational spaces centered on landscape design can no longer meet the commercial and humanistic demands of modern cu... With the upgrading of tourism consumption patterns,the traditional renovation models of waterfront recreational spaces centered on landscape design can no longer meet the commercial and humanistic demands of modern cultural and tourism development.Based on scene theory as the analytical framework and taking the Xuan en Night Banquet Project in Enshi as a case study,this paper explores the design pathway for transforming waterfront areas in tourism cities from"spatial reconstruction"to"scene construction".The study argues that waterfront space renewal should transcend mere physical renovation.By implementing three core strategies:spatial narrative framework,ecological industry creation,and cultural empowerment,it is possible to construct integrated scenarios that blend cultural value,consumption spaces,and lifestyle elements.This approach ultimately fosters sustained vitality in waterfront areas and promotes the high-quality development of cultural and tourism industry. 展开更多
关键词 Scene theory Tourism city Comforts Scene construction Waterfront space
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Research on the Application of Internet of Things Technology in Smart Cities
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作者 Shuang Li Feng Han 《Journal of Architectural Research and Development》 2025年第4期124-128,共5页
Internet of Things(IoT)technology has brought about significant new changes to residents’lives,prompting changes in management models across various industries and promoting the overall intelligence of urban construc... Internet of Things(IoT)technology has brought about significant new changes to residents’lives,prompting changes in management models across various industries and promoting the overall intelligence of urban construction.Especially in the context of continuous technological development,information sensor devices can be effectively utilized to connect multiple dimensions in urban construction,enhancing the intelligence level of cities in China.This paper mainly elaborates on the application significance of IoT technology in smart cities and proposes corresponding measures from aspects such as smart transportation systems,intelligent public utility management,urban safety and monitoring,environmental monitoring,and sustainability,providing references for relevant personnel. 展开更多
关键词 Smart city Internet of Things Intelligence introduction
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The Right to Public Participation in Advancing Environmental Sustainability in South African Cities
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作者 Fredua Agyemang 《Journal of Environmental & Earth Sciences》 2025年第6期244-266,共23页
Promoting environmental sustainability in South Africa’s cities through public participation is vital for foster-ing inclusive governance and equitable decision-making.Currently,63%of South Africa’s population—and ... Promoting environmental sustainability in South Africa’s cities through public participation is vital for foster-ing inclusive governance and equitable decision-making.Currently,63%of South Africa’s population—and 64%of its youth—live in urban areas,with this figure expected to rise to nearly 80%by 2050.Rapid urbanisation brings significant environmental challenges,including air and noise pollution,greenhouse gas(GHG)emissions,and inadequate waste management.Globally,cities contribute over 70%of GHG emissions and consume two-thirds of the world’s energy.South African cities face similar issues:worsening air quality in regions like the Highveld,water scarcity,urban flooding,waste management problems,and biodiversity loss due to urban sprawl.This article explores how South Africa’s consti-tutional and legislative frameworks support public participation in promoting urban environmental sustainability.Using doctrinal research,it examines key legal instruments—including the Constitution and environmental laws—that establish participatory rights and promote transparency,accountability,and inclusivity.The article draws on court decisions and case studies to highlight ongoing barriers to meaningful participation,particularly for marginalised communities.These include administrative inefficiencies,political interference,and unequal access to information and resources.The article concludes by proposing strategies such as capacity-building initiatives,the integration of traditional knowledge systems,and enhanced institutional coordination to strengthen public participation and improve urban environmental outcomes,addressing both global environmental pressures and South Africa’s unique urban sustainability challenges. 展开更多
关键词 Environmental Sustainability cities Public Participation Constitution and Legislation
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Impact of Energy Transition on CO_(2)Emissions in China's Cities
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作者 DANG Niu WANG Qiang +1 位作者 KWAN Mei-po LIN Jian 《Chinese Geographical Science》 2025年第2期250-261,共12页
Reducing global carbon dioxide(CO_(2))emissions is essential for meeting climate change mitigation goals,especially in urban areas.In this regard,this study used CO_(2)emissions and energy transition data from 296 Chi... Reducing global carbon dioxide(CO_(2))emissions is essential for meeting climate change mitigation goals,especially in urban areas.In this regard,this study used CO_(2)emissions and energy transition data from 296 China's cities in 2020 and the extended Stochastic Impacts by Regression on Population,Affluence,and Technology(STIRPAT)model to explore the relationship between energy transition and CO_(2)emissions at the city-scale.The findings indicate a spatial distribution of energy transition magnitude that is high in the west and low in the east,which does not align with economic status and total CO_(2)emissions,posing significant challenges for China's energy transition and urban CO_(2)reduction.The STIRPAT model reveals that urban CO_(2)emissions are significantly driven by increases in population size,levels of economic development,and the expansion of transportation infrastructure.Conversely,investments in science and education,the expansion of the tertiary sector,and the disruptive effects of the COVID-19(Coronavirus Disease 2019)pandemic are associated with notable reductions in CO_(2)emissions.Specifically,the analysis estimates that a 1.00%increase in the energy transition degree is associated witha 0.90%decrease in urban CO_(2)emissions.However,regional assessments underscore considerable spatial heterogeneity in the energy transition effect,with CO_(2)reduction benefits being less pronounced in central and western cities.These findings suggest that future clean energy initiatives should be strategically concentrated in eastern China,where the demand and potential for CO_(2)mitigation are greater.This study deepens the understanding of the complex relationship between energy transition and urban CO_(2)emissions,offering valuable insights to inform targeted policy interventions for carbon reduction at the city level. 展开更多
关键词 energy transition carbon dioxide emission low-carbon development sustainable cities China
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SAMR releases China’s first national standard on livable cities
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《China Standardization》 2025年第6期10-10,共1页
GB/T 46391-2025,Sustainable cities and communities—General requirements for livable cities,officially came into effect on October 5,which is the first national standard setting up the evaluation framework of livable ... GB/T 46391-2025,Sustainable cities and communities—General requirements for livable cities,officially came into effect on October 5,which is the first national standard setting up the evaluation framework of livable cities.The standard is applicable to livability enhancement in urban planning,construction,management,and evaluation at all levels,and provides a reference for the engagement of communities,enterprises,and social organizations. 展开更多
关键词 livable cities livability enhancement construction national standard urban planning evaluation evaluation framework management
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NeuroCivitas:A Federated Deep Learning Model for Adaptive Urban Intelligence in 6G Cognitive Cities
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作者 Nujud Aloshban Abeer A.K.Alharbi 《Computers, Materials & Continua》 2025年第12期4795-4826,共32页
The rise of 6G networks and the exponential growth of smart city infrastructures demand intelligent,real-time traffic forecasting solutions that preserve data privacy.This paper introduces NeuroCivitas,a federated dee... The rise of 6G networks and the exponential growth of smart city infrastructures demand intelligent,real-time traffic forecasting solutions that preserve data privacy.This paper introduces NeuroCivitas,a federated deep learning framework that integrates Convolutional Neural Networks(CNNs)for spatial pattern recognition and Long Short-Term Memory(LSTM)networks for temporal sequence modeling.Designed to meet the adaptive intelligence requirements of cognitive cities,NeuroCivitas leverages Federated Averaging(FedAvg)to ensure privacypreserving training while significantly reducing communication overhead—by 98.7%compared to centralized models.The model is evaluated using the Kaggle Traffic Prediction Dataset comprising 48,120 hourly records from four urban junctions.It achieves an RMSE of 2.76,MAE of 2.11,and an R^(2) score of 0.91,outperforming baseline models such as ARIMA,Linear Regression,Random Forest,and non-federated CNN-LSTM in both accuracy and scalability.Junctionwise and time-based performance analyses further validate its robustness,particularly during off-peak hours,while highlighting challenges in peak traffic forecasting.Ablation studies confirm the importance of both CNN and LSTM layers and temporal feature engineering in achieving optimal performance.Moreover,NeuroCivitas demonstrates stable convergence within 25 communication rounds and shows strong adaptability to non-IID data distributions.The framework is built with real-world deployment in mind,offering support for edge environments through lightweight architecture and the potential for enhancement with differential privacy and adversarial defense mechanisms.SHAPbased explainability is integrated to improve interpretability for stakeholders.In sum,NeuroCivitas delivers an accurate,scalable,and privacy-preserving traffic forecasting solution,tailored for 6G cognitive cities.Future extensions will incorporate fairness-aware optimization,real-time anomaly adaptation,multi-city validation,and advanced federated GNN comparisons to further enhance deployment readiness and societal impact. 展开更多
关键词 Federated learning traffic prediction cognitive cities 6G networks privacy preservation
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FedCognis:An Adaptive Federated Learning Framework for Secure Anomaly Detection in Industrial IoT-Enabled Cognitive Cities
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作者 Abdulatif Alabdulatif 《Computers, Materials & Continua》 2025年第10期1185-1220,共36页
FedCognis is a secure and scalable federated learning framework designed for continuous anomaly detection in Industrial Internet of Things-enabled Cognitive Cities(IIoTCC).It introduces two key innovations:a Quantum S... FedCognis is a secure and scalable federated learning framework designed for continuous anomaly detection in Industrial Internet of Things-enabled Cognitive Cities(IIoTCC).It introduces two key innovations:a Quantum Secure Authentication(QSA)mechanism for adversarial defense and integrity validation,and a Self-Attention Long Short-Term Memory(SALSTM)model for high-accuracy spatiotemporal anomaly detection.Addressing core challenges in traditional Federated Learning(FL)—such as model poisoning,communication overhead,and concept drift—FedCognis integrates dynamic trust-based aggregation and lightweight cryptographic verification to ensure secure,real-time operation across heterogeneous IIoT domains including utilities,public safety,and traffic systems.Evaluated on the WUSTL-IIoTCC-2021 dataset,FedCognis achieves 94.5%accuracy,0.941 AUC for precision-recall,and 0.896 ROC-AUC,while reducing bandwidth consumption by 72%.The framework demonstrates sublinear computational complexity and a resilience score of 96.56%across six security dimensions.These results confirm FedCognis as a robust and adaptive anomaly detection solution suitable for deployment in large-scale cognitive urban infrastructures. 展开更多
关键词 Cognitive cities federated learning industrial IoT anomaly detection trust management smart infrastructure security
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Egypt to build two integrated textile cities by 2030
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作者 Zhong Mengxia 《China Textile》 2025年第3期39-39,共1页
Egypt's ready made garment exports increased by 22 per cent year-on-year during the first four months this year,reaching$1.028 billion,according to the Apparel Export Council of Egypt(AECE).In terms of regional ma... Egypt's ready made garment exports increased by 22 per cent year-on-year during the first four months this year,reaching$1.028 billion,according to the Apparel Export Council of Egypt(AECE).In terms of regional market performance,the United States remains the largest export destination for Egyptian garments,with exports amounting to$384 million in the first four months,followed by the European market,with exports amounting to$259 million,and the Arab countries,which showed a moderate growth trend,with an increase of 6%yearon-year,and exports amounting to$190 million. 展开更多
关键词 Arab countries textile cities European market United States ready made garment exports
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Spatial heterogeneity of groundwater depths in coastal cities and their responses to multiple factors interactions by interpretable machine learning models
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作者 Yuming Mo Jing Xu +5 位作者 Senlin Zhu Beibei Xu Jinran Wu Guangqiu Jin You-Gan Wang Ling Li 《Geoscience Frontiers》 2025年第3期223-241,共19页
Understanding spatial heterogeneity in groundwater responses to multiple factors is critical for water resource management in coastal cities.Daily groundwater depth(GWD)data from 43 wells(2018-2022)were collected in t... Understanding spatial heterogeneity in groundwater responses to multiple factors is critical for water resource management in coastal cities.Daily groundwater depth(GWD)data from 43 wells(2018-2022)were collected in three coastal cities in Jiangsu Province,China.Seasonal and Trend decomposition using Loess(STL)together with wavelet analysis and empirical mode decomposition were applied to identify tide-influenced wells while remaining wells were grouped by hierarchical clustering analysis(HCA).Machine learning models were developed to predict GWD,then their response to natural conditions and human activities was assessed by the Shapley Additive exPlanations(SHAP)method.Results showed that eXtreme Gradient Boosting(XGB)was superior to other models in terms of prediction performance and computational efficiency(R^(2)>0.95).GWD in Yancheng and southern Lianyungang were greater than those in Nantong,exhibiting larger fluctuations.Groundwater within 5 km of the coastline was affected by tides,with more pronounced effects in agricultural areas compared to urban areas.Shallow groundwater(3-7 m depth)responded immediately(0-1 day)to rainfall,primarily influenced by farmland and topography(slope and distance from rivers).Rainfall recharge to groundwater peaked at 50%farmland coverage,but this effect was suppressed by high temperatures(>30℃)which intensified as distance from rivers increased,especially in forest and grassland.Deep groundwater(>10 m)showed delayed responses to rainfall(1-4 days)and temperature(10-15 days),with GDP as the primary influence,followed by agricultural irrigation and population density.Farmland helped to maintain stable GWD in low population density regions,while excessive farmland coverage(>90%)led to overexploitation.In the early stages of GDP development,increased industrial and agricultural water demand led to GWD decline,but as GDP levels significantly improved,groundwater consumption pressure gradually eased.This methodological framework is applicable not only to coastal cities in China but also could be extended to coastal regions worldwide. 展开更多
关键词 Groundwater depth Spatial heterogeneity Multiple influence factorsCoastal cities Machine Learning models SHAP values
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