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The Internet of Things under Federated Learning:A Review of the Latest Advances and Applications 被引量:1
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作者 Jinlong Wang Zhenyu Liu +2 位作者 Xingtao Yang Min Li Zhihan Lyu 《Computers, Materials & Continua》 SCIE EI 2025年第1期1-39,共39页
With the rapid development of artificial intelligence,the Internet of Things(IoT)can deploy various machine learning algorithms for network and application management.In the IoT environment,many sensors and devices ge... With the rapid development of artificial intelligence,the Internet of Things(IoT)can deploy various machine learning algorithms for network and application management.In the IoT environment,many sensors and devices generatemassive data,but data security and privacy protection have become a serious challenge.Federated learning(FL)can achieve many intelligent IoT applications by training models on local devices and allowing AI training on distributed IoT devices without data sharing.This review aims to deeply explore the combination of FL and the IoT,and analyze the application of federated learning in the IoT from the aspects of security and privacy protection.In this paper,we first describe the potential advantages of FL and the challenges faced by current IoT systems in the fields of network burden and privacy security.Next,we focus on exploring and analyzing the advantages of the combination of FL on the Internet,including privacy security,attack detection,efficient communication of the IoT,and enhanced learning quality.We also list various application scenarios of FL on the IoT.Finally,we propose several open research challenges and possible solutions. 展开更多
关键词 Federated learning internet of Things SENSORS machine learning privacy security
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Lightweight consensus mechanisms in the Internet of Blockchained Things:Thorough analysis and research directions 被引量:1
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作者 Somia Sahraoui Abdelmalik Bachir 《Digital Communications and Networks》 2025年第4期1245-1260,共16页
The Internet of Things(IoT)has gained substantial attention in both academic research and real-world applications.The proliferation of interconnected devices across various domains promises to deliver intelligent and ... The Internet of Things(IoT)has gained substantial attention in both academic research and real-world applications.The proliferation of interconnected devices across various domains promises to deliver intelligent and advanced services.However,this rapid expansion also heightens the vulnerability of the IoT ecosystem to security threats.Consequently,innovative solutions capable of effectively mitigating risks while accommodating the unique constraints of IoT environments are urgently needed.Recently,the convergence of Blockchain technology and IoT has introduced a decentralized and robust framework for securing data and interactions,commonly referred to as the Internet of Blockchained Things(IoBT).Extensive research efforts have been devoted to adapting Blockchain technology to meet the specific requirements of IoT deployments.Within this context,consensus algorithms play a critical role in assessing the feasibility of integrating Blockchain into IoT ecosystems.The adoption of efficient and lightweight consensus mechanisms for block validation has become increasingly essential.This paper presents a comprehensive examination of lightweight,constraint-aware consensus algorithms tailored for IoBT.The study categorizes these consensus mechanisms based on their core operations,the security of the block validation process,the incorporation of AI techniques,and the specific applications they are designed to support. 展开更多
关键词 Blockchain internet of Things Lightweight consensus
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Meta-synthesis of the experience of nurses with“Internet Nursing Service”in China 被引量:1
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作者 Wenyan Liu Yao Li +3 位作者 Huanhuan Zhu Kexin Li Haiting Deng Xiaoyan Cai 《International Journal of Nursing Sciences》 2025年第3期233-240,I0003,I0004,共10页
Objective Systematically integrate nurses’experience with“Internet Nursing Service”to analysis the nurses’experiences with“Internet Nursing Service”,and to provide a theoretical reference for formulating a more ... Objective Systematically integrate nurses’experience with“Internet Nursing Service”to analysis the nurses’experiences with“Internet Nursing Service”,and to provide a theoretical reference for formulating a more rational“Internet Nursing Service”model.Methods A systematic search in PubMed,Embase,Web of Science,the Cochrane Library,CINAHL,China National Knowledge Infrastructure(CNKI),Wanfang Database,and Chinese Biomedical Literature Database was conducted to collect qualitative research on nurses’experiences with“Internet Nursing Service,”with a retrieval time limit from December 2019 to June 2024.Qualitative meta-synthesis was performed through line-by-line coding of relevant quotes,organization of codes into descriptive themes,and development of analytical themes.Results A total of 19 studies were included,one study was rated as Grade A in quality evaluation,and the remaining studies were rated as Grade B.Collectively synthesized into three integrated results:Harvest and growth,Difficulties and challenges,and Expectations and support.Harvest and growth,include 1)manifestation of self-value,2)enhancing nursing capabilities,3)optimizing nursing resources;Difficulties and challenges,include 1)lack of safety guarantee,2)role conflict;Expectations and support include,1)expectation for professional knowledge and skill training,2)expectations for service platform optimization,3)expectation for reasonable charges,4)expectation for related policy support.Conclusion“Internet Nursing Service”model benefits both nurses and patients,but still full of challenges.It aids in the decentralization of medical resources.Management departments still need to encourage nurses to actively invest in“Internet Nursing Service”while ensuring their safety and interests. 展开更多
关键词 internet Nursing Service META-SYNTHESIS NURSING Nurse work experience Qualitative research
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Efficient Cooperative Transmission over Satellite Internet for 6G
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《China Communications》 2025年第2期I0002-I0004,共3页
Satellite Internet,as a strategic public information infrastructure,can effectively bridge the limitations of traditional terrestrial network coverage,support global coverage and deep space exploration,and greatly enh... Satellite Internet,as a strategic public information infrastructure,can effectively bridge the limitations of traditional terrestrial network coverage,support global coverage and deep space exploration,and greatly enhance the range of network information services accessible to humans.With the transition of terrestrial mobile communication networks from the 5G era,which provides access to information anywhere,to the 6G era,which seeks to connect everything,the construction of satellite Internet,which promises a“network reaching everywhere and service is ubiquitous”,has become the consensus of the industry’s development and the focus of global scientific and technological innovation. 展开更多
关键词 internet SERVICES SERVICE
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Research on the Application of Brand Personality in Internet-Branding of Agriculture Products in China
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作者 Kechao Wu Qingyun Meng Yun He 《Proceedings of Business and Economic Studies》 2025年第3期21-30,共10页
China is a fast-developing nation,especially in traditional concepts of emphasis on agricultural production,with millions of highly educated college students as new generations of workers enter the workforce,while pro... China is a fast-developing nation,especially in traditional concepts of emphasis on agricultural production,with millions of highly educated college students as new generations of workers enter the workforce,while promoting the booming agriculture industry in China.Concerning these new generations of ambitious college students,it is a pretty attractive career to leverage their knowledge to spread their local special rural agricultural products(agri-products)to well-known places around the nation,even the world.Meanwhile,the Chinese government also supports rural products branding via internet marketing as well as the exploitation of online technologies.Su et al.pointed out that governments in China are expected to take more effective measures to enhance adoption rates of online purchases and sales technology,in particular for entrepreneurial farmers[1].Currently,the most existing phenomenon in China is that quantities of regional rural products with excellent quality but without national popularity.Thereby,it is significant to enhance the popularity of various brands in regional agricultural products using internet marketing,and also contribute to the nation’s strategy of rural revitalization.To appeal to the nations’strategy,we are supposed to make use of brand personality(BP)traits,which probably contribute to robust internet branding of regional agricultural products.Our research will focus on the influences of differential dimensions of brand personality(BP)in terms of common rural products,additionally,we also attempt to design a BP model for internet branding of agricultural products in China.Furthermore,from the two perspectives of characteristics in rural areas(agricultural producers and agricultural consumers),measures to assist agricultural producers in building their brands through the application of internet tools and marketing should be recognized.On the other side,methods to enhance agricultural consumers’brand loyalty also need to be captured. 展开更多
关键词 Agricultural products internet marketing internet branding Brand personality(BP) Consumers’brand loyalty
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Call for Papers——Feature Topic Vol.22,No.2,2025 Efficient Cooperative Transmission over Satellite Internet for 6G
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《China Communications》 2025年第1期I0002-I0002,共1页
Satellite Internet,as a strategic public information infrastructure,can effectively bridge the limitations of traditional terrestrial network coverage,support global coverage and deep space exploration,and greatly enh... Satellite Internet,as a strategic public information infrastructure,can effectively bridge the limitations of traditional terrestrial network coverage,support global coverage and deep space exploration,and greatly enhance the range of network information services accessible to humans.With the transition of terrestrial mobile communication networks from the 5G era,which provides access to information anywhere,to the 6G era,which seeks to connect everything,the construction of satellite Internet,which promises a"network reaching everywhere and service is ubiquitous",has become the consensus of the industry's development and the focus of global scientific and technological innovation. 展开更多
关键词 internet SERVICES service
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Association between the subclinical level of problematic internet use and habenula volume:a look at mediation effect of neuroticism
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作者 Halwa Zakia Yusuke Kyuragi +6 位作者 Qi Dai Naoya Oishi Yuzuki Ishikawa Lichang Yao Morio Aki Toshiya Murai Hironobu Fujiwara 《General Psychiatry》 2025年第1期26-34,共9页
Background Ongoing debates question the harm of internet use with the evolving technology,as many individuals transition from regular to problematic internet use(PIU).The habenula(Hb),located between the thalamus and ... Background Ongoing debates question the harm of internet use with the evolving technology,as many individuals transition from regular to problematic internet use(PIU).The habenula(Hb),located between the thalamus and the third ventricle,is implicated in various psychiatric disorders.In addition,personality features have been suggested to play a role in the pathophysiology of PIU.Aims This study aimed to investigate Hb volumetry in individuals with subclinical PIU and the mediating effect of personality traits on this relationship.Methods 110 healthy adults in this cross-sectional study underwent structural magnetic resonance imaging.Hb segmentation was performed using a deep learning technique.The Internet Addiction Test(IAT)and the NEO Five-Factor Inventory were used to assess the PIU level and personality,respectively.Partial Spearman's correlation analyses were performed to explore the reiationships between Hb volumetry,IAT and NEO.Multiple regression analysis was applied to identify personality traits that predict IAT scores.The significant trait was then treated as a mediator between Hb volume and IAT correlation in mediation analysis with a bootstrap value of 5000.Results Relative Hb volume was negatively correlated with IAT scores(partial rho=-0.142,p=0.009).The IAT score was positively correlated with neuroticism(partial rho=0.430,p<0.001)and negatively correlated with extraversion,agreeableness and conscientiousness(partial rho=-0.213,p<0.001;partial rho=-0.279,p<0.001;and partial rho=-0.327,p<0.001).There was a significant indirect effect of Hb volume on this model(β=-0.061,p=0.048,boot 95%confidence interval:-0.149 to-0.001).Conclusions This study uncovered a crucial link between reduced Hb volume and heightened PIU.Our findings highlight neuroticism as a key risk factor for developing PIU.Moreover,neuroticism was shown to mediate the relationship between Hb volume and PIU tendency,offering valuable insight into the complexities of this interaction. 展开更多
关键词 internet use piu hb volumetry Mediation Effect Habenula Volume NEUROTICISM personality traits Subclinical Level Problematic internet Use
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Research on Internet-based Agricultural Environment Monitoring Systems
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作者 Qi'ang HU Aichuan LI +1 位作者 Pengyu QU Rui LIU 《Agricultural Biotechnology》 2025年第5期69-73,76,共6页
This paper investigated the research status and development trends of agricultural environment monitoring systems primarily based on the internet.The issues encountered during system implementation and their correspon... This paper investigated the research status and development trends of agricultural environment monitoring systems primarily based on the internet.The issues encountered during system implementation and their corresponding solutions were analyzed by reviewing relevant domestic and international literature.Through this study,it is understood that advancements in sensor technology have significantly facilitated the collection of agricultural environmental data and real-time data processing.However,inconsistencies in data from sensors with different standards lead to incompatibility of information,thereby restricting comprehensive data utilization.Furthermore,the lack of intelligent analysis technology and the limitations of algorithms have hindered the full utilization of agricultural environmental data mining and intelligent decision support systems,severely impacting the precision management of agricultural production.Therefore,subsequent research will strengthen international technical cooperation and exchanges,promote collaborative innovation in various fields,and facilitate the introduction of new technologies such as Big Data and Cloud Computing.Establishing unified data interfaces and developing adaptive algorithm models represent beneficial attempts to break through bottlenecks and promote sustainable agricultural development.Therefore,this study provides a reference for exploring the application prospects of the internet in agricultural production,while also emphasizing the feasibility and importance of in-depth research and application of the internet to advance sustainable agricultural development. 展开更多
关键词 internet Agricultural environment SENSORS
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Data-driven Internet Health Platform Service Value Co-creation
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作者 Jae Kyu Lee 《Data Science and Management》 2025年第1期F0003-F0003,共1页
In the rapidly evolving landscape of digital health,the integration of data analytics and Internet healthserviceshasbecome a pivotal area of exploration.To meet keen social needs,Prof.Shan Liu(Xi'an Jiaotong Unive... In the rapidly evolving landscape of digital health,the integration of data analytics and Internet healthserviceshasbecome a pivotal area of exploration.To meet keen social needs,Prof.Shan Liu(Xi'an Jiaotong University)and Prof.Xing Zhang(Wuhan Textile University)have published the timely book Datadriven Internet Health Platform Service Value Co-creation through China Science Press.The book focuses on the provision of medical and health services from doctors to patients through Internet health platforms,where the service value is co-created by three parties. 展开更多
关键词 digital health data analytics data driven service value co creation provision medical health services internet health platformswhere medical services internet healthserviceshasbecome
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Analysis on the Path of Teaching Reform of Floriculture Course in Colleges and Universities under the Background of“Internet+”
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作者 Hongguang Bao Wei Zhang Hongxia Zhao 《Journal of Contemporary Educational Research》 2025年第9期68-73,共6页
With the in-depth reform of labor education,the teaching of the Floriculture course in colleges and universities should be further optimized.Teachers need to actively introduce new educational concepts and teaching me... With the in-depth reform of labor education,the teaching of the Floriculture course in colleges and universities should be further optimized.Teachers need to actively introduce new educational concepts and teaching methods to better arouse college students’interest,strengthen their understanding and application of the knowledge they have learned,and improve the effect of talent cultivation.As a popular educational auxiliary tool at present,Internet technology can greatly enrich the content of the Floriculture course teaching in colleges and universities,expand the path of talent cultivation,and play a significant role in promoting the all-round development of college students.In view of this,this paper will analyze the teaching reform of the Floriculture course in colleges and universities under the background of“Internet+”and put forward some strategies,which are only for reference by colleagues. 展开更多
关键词 internet+ Colleges and universities FLORICULTURE Teaching reform
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Real-time Meteorological Data Collection Emergency System of Internet of Things Platform
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作者 Tianwen SONG Zhi LI Hui LIANG 《Meteorological and Environmental Research》 2025年第1期1-5,共5页
With the development of Internet of things technology,the real-time collection and transmission of meteorological data has become particularly important.Especially in response to emergencies such as natural disasters,... With the development of Internet of things technology,the real-time collection and transmission of meteorological data has become particularly important.Especially in response to emergencies such as natural disasters,it is very important to improve the efficiency of decision-making by quickly obtaining accurate meteorological observation data.However,the traditional method of meteorological data collection and transmission has a large delay in data acquisition due to the conversion of public network and internal network,which affects the timeliness of emergency decision-making.This paper proposes a solution based on the Internet of things platform combined with MQTT protocol,which aims to realize the efficient and reliable real-time collection and transmission of meteorological data,shorten the data acquisition time,improve the emergency response speed,and meet the needs of temporary observation. 展开更多
关键词 internet of things Meteorological data MQTT
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Research on Strategies of Energy Internet to Help Smart City Sustainable Development
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作者 Cui Wang Rong Zheng +1 位作者 Xin Zhou Letian Rong 《Proceedings of Business and Economic Studies》 2025年第2期209-214,共6页
Driven by the wave of informatization and intelligence,the smart city has become a new trend of global urban development.The intelligent transformation of energy systems is of great importance to a smart city.The Inte... Driven by the wave of informatization and intelligence,the smart city has become a new trend of global urban development.The intelligent transformation of energy systems is of great importance to a smart city.The Internet helps the sustainable development of smart cities by optimizing resource allocation,improving utilization efficiency,and promoting market competition.This study analyzes the current situation and problems of energy Internet supporting smart cities and finds that policy environment,technology maturity,market demand,and industrial chain integration have a significant positive impact on its development.Based on this,relevant strategies are proposed to provide theoretical and practical guidance for the integrated development of smart cities and the energy Internet. 展开更多
关键词 Energy internet Smart city Sustainable development
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Application of Full Disease Course Management via Internet Platform in Rehabilitation Management of Patients with Depression
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作者 Yuqing Yao Minyan Yu 《Journal of Clinical and Nursing Research》 2025年第4期240-246,共7页
Objective:To observe the application effect of full disease course management via an internet platform in the rehabilitation management of patients with depression.Methods:Eighty patients with depression meeting the i... Objective:To observe the application effect of full disease course management via an internet platform in the rehabilitation management of patients with depression.Methods:Eighty patients with depression meeting the inclusion criteria were selected as the study subjects and randomly divided into an experimental group and a control group,with 40 patients in each group.The control group was followed up every 4 weeks for 12 weeks after discharge.The experimental group underwent full disease course management via an internet platform for 12 weeks after discharge.The quality-of-life scores,depression scores,medication compliance,insight and treatment attitude questionnaire scores,and self-efficacy scores were compared between the two groups.Results:After 12 weeks of follow-up,the experimental group had higher quality-of-life scores,lower depression scores,higher medication compliance,higher insight and treatment attitude scores,and higher self-efficacy scores than the control group(P<0.05).Conclusion:Full disease course management via an internet platform has a positive impact on the quality of life,medication compliance,self-efficacy,and disease stability of discharged patients with depression. 展开更多
关键词 internet Full disease course management DEPRESSION
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SA-WGAN Based Data Enhancement Method for Industrial Internet Intrusion Detection
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作者 Yuan Feng Yajie Si +2 位作者 Jianwei Zhang Zengyu Cai Hongying Zhao 《Computers, Materials & Continua》 2025年第9期4431-4449,共19页
With the rapid development of the industrial Internet,the network security environment has become increasingly complex and variable.Intrusion detection,a core technology for ensuring the security of industrial control... With the rapid development of the industrial Internet,the network security environment has become increasingly complex and variable.Intrusion detection,a core technology for ensuring the security of industrial control systems,faces the challenge of unbalanced data samples,particularly the low detection rates for minority class attack samples.Therefore,this paper proposes a data enhancement method for intrusion detection in the industrial Internet based on a Self-Attention Wasserstein Generative Adversarial Network(SA-WGAN)to address the low detection rates of minority class attack samples in unbalanced intrusion detection scenarios.The proposed method integrates a selfattention mechanism with a Wasserstein Generative Adversarial Network(WGAN).The self-attention mechanism automatically learns important features from the input data and assigns different weights to emphasize the key features related to intrusion behaviors,providing strong guidance for subsequent data generation.The WGAN generates new data samples through adversarial training to expand the original dataset.In the SA-WGAN framework,the WGAN directs the data generation process based on the key features extracted by the self-attention mechanism,ensuring that the generated samples exhibit both diversity and similarity to real data.Experimental results demonstrate that the SA-WGAN-based data enhancement method significantly improves detection performance for attack samples from minority classes,addresses issues of insufficient data and category imbalance,and enhances the generalization ability and overall performance of the intrusion detection model. 展开更多
关键词 Data enhancement intrusion detection industrial internet WGAN
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An Efficient Anti-Quantum Blind Signature with Forward Security for Blockchain-Enabled Internet of Medical Things
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作者 Gang Xu Xinyu Fan +4 位作者 Xiu-Bo Chen Xin Liu Zongpeng Li Yanhui Mao Kejia Zhang 《Computers, Materials & Continua》 2025年第2期2293-2309,共17页
Blockchain-enabled Internet of Medical Things (BIoMT) has attracted significant attention from academia and healthcare organizations. However, the large amount of medical data involved in BIoMT has also raised concern... Blockchain-enabled Internet of Medical Things (BIoMT) has attracted significant attention from academia and healthcare organizations. However, the large amount of medical data involved in BIoMT has also raised concerns about data security and personal privacy protection. To alleviate these concerns, blind signature technology has emerged as an effective method to solve blindness and unforgeability. Unfortunately, most existing blind signature schemes suffer from the security risk of key leakage. In addition, traditional blind signature schemes are also vulnerable to quantum computing attacks. Therefore, it remains a crucial and ongoing challenge to explore the construction of key-secure, quantum-resistant blind signatures. In this paper, we introduce lattice-based forward-secure blind signature (LFSBS), a lattice-based forward-secure blind signature scheme for medical privacy preservation in BIoMT. LFSBS achieves forward security by constructing a key evolution mechanism using a binary tree structure. This mechanism ensures that even if future encryption keys are leaked, past data can still remain secure. Meanwhile, LFSBS realizes post-quantum security based on the hardness assumption of small integer solution (SIS), making it resistant to potential quantum computing attacks. In addition, we formally define and prove the security of LFSBS in a random oracle model, including blindness and forward-secure unforgeability. Comprehensive performance evaluation shows that LFSBS performs well in terms of computational overhead, with a reduction of 22%–73% compared to previous schemes. 展开更多
关键词 internet of Things blockchain forward-secure blind signature
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Optimizing System Latency for Blockchain-Encrypted Edge Computing in Internet of Vehicles
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作者 Cui Zhang Maoxin Ji +2 位作者 Qiong Wu Pingyi Fan Qiang Fan 《Computers, Materials & Continua》 2025年第5期3519-3536,共18页
As Internet of Vehicles(IoV)technology continues to advance,edge computing has become an important tool for assisting vehicles in handling complex tasks.However,the process of offloading tasks to edge servers may expo... As Internet of Vehicles(IoV)technology continues to advance,edge computing has become an important tool for assisting vehicles in handling complex tasks.However,the process of offloading tasks to edge servers may expose vehicles to malicious external attacks,resulting in information loss or even tampering,thereby creating serious security vulnerabilities.Blockchain technology can maintain a shared ledger among servers.In the Raft consensus mechanism,as long as more than half of the nodes remain operational,the system will not collapse,effectively maintaining the system’s robustness and security.To protect vehicle information,we propose a security framework that integrates the Raft consensus mechanism from blockchain technology with edge computing.To address the additional latency introduced by blockchain,we derived a theoretical formula for system delay and proposed a convex optimization solution to minimize the system latency,ensuring that the system meets the requirements for low latency and high reliability.Simulation results demonstrate that the optimized data extraction rate significantly reduces systemdelay,with relatively stable variations in latency.Moreover,the proposed optimization solution based on this model can provide valuable insights for enhancing security and efficiency in future network environments,such as 5G and next-generation smart city systems. 展开更多
关键词 Blockchain edge computing internet of vehicles latency optimization
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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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Security Challenges and Analysis Tools in Internet of Health Things:A Comprehensive Review
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作者 Enas W.Abood Ali A.Yassin +4 位作者 Zaid Ameen Abduljabbar Vincent Omollo Nyangaresi Iman Qays Abduljaleel Abdulla J.Y.Aldarwish Husam A.Neamah 《Computers, Materials & Continua》 2025年第11期2305-2345,共41页
The digital revolution era has impacted various domains,including healthcare,where digital technology enables access to and control of medical information,remote patient monitoring,and enhanced clinical support based ... The digital revolution era has impacted various domains,including healthcare,where digital technology enables access to and control of medical information,remote patient monitoring,and enhanced clinical support based on the Internet of Health Things(IoHTs).However,data privacy and security,data management,and scalability present challenges to widespread adoption.This paper presents a comprehensive literature review that examines the authentication mechanisms utilized within IoHT,highlighting their critical roles in ensuring secure data exchange and patient privacy.This includes various authentication technologies and strategies,such as biometric and multifactor authentication,as well as the influence of emerging technologies like blockchain,fog computing,and Artificial Intelligence(AI).The findings indicate that emerging technologies offer hope for the future of IoHT security,promising to address key challenges such as scalability,integrity,privacy and other security requirements.With this systematic review,healthcare providers,decision makers,scientists and researchers are empowered to confidently evaluate the applicability of IoT in healthcare,shaping the future of this field. 展开更多
关键词 internet of health things AUTHENTICATION PRIVACY fog-computing blockchain AI
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