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Federated Learning for Internet of Things: A Comprehensive Survey [article]

Dinh C. Nguyen, Ming Ding, Pubudu N. Pathirana, Aruna Seneviratne, Jun Li, H. Vincent Poor
2021 arXiv   pre-print
In this article, we provide a comprehensive survey of the emerging applications of FL in IoT networks, beginning from an introduction to the recent advances in FL and IoT to a discussion of their integration  ...  Particularly, we explore and analyze the potential of FL for enabling a wide range of IoT services, including IoT data sharing, data offloading and caching, attack detection, localization, mobile crowdsensing  ...  This work is motivated by the lack of a comprehensive survey on the use of FL in IoT.  ... 
arXiv:2104.07914v1 fatcat:b5wsrfcbynel7jqdxpfw4ftwh4

Federated Learning for Internet of Things: A Comprehensive Survey

Dinh C. Nguyen, Ming Ding, Pubudu N. Pathirana, Aruna Seneviratne, Jun Li, H. Vincent Poor
2021 IEEE Communications Surveys and Tutorials  
In this article, we provide a comprehensive survey of the emerging applications of FL in IoT networks, beginning from an introduction to the recent advances in FL and IoT to a discussion of their integration  ...  Particularly, we explore and analyze the potential of FL for enabling a wide range of IoT services, including IoT data sharing, data offloading and caching, attack detection, localization, mobile crowdsensing  ...  This work is motivated by the lack of a comprehensive survey on the use of FL in IoT.  ... 
doi:10.1109/comst.2021.3075439 fatcat:ycq2zydqrzhibfqyo4vzloeoqy

A Comprehensive Survey of 6G Wireless Communications [article]

Yang Zhao, Wenchao Zhai, Jun Zhao, Tinghao Zhang, Sumei Sun, Dusit Niyato, Kwok-Yan Lam
2021 arXiv   pre-print
Finally, we predict real-world applications built on the technologies and features of 6G; for example, smart healthcare, smart city, and smart manufacturing will be implemented by taking advantage of AI  ...  Since edge devices are expected to gain popularity soon, the vast amount of generated data and frequent data exchange make the leakage of data easily.  ...  Researchers have been working on integrating 5G into the smart grid [7] , yet few people have considered applying 6G communication into this area.  ... 
arXiv:2101.03889v2 fatcat:35sfasu4bbgttg3cnsfzp62oda

A Comprehensive Survey on the Applications of Blockchain for Securing Vehicular Networks [article]

Tejasvi Alladi, Vinay Chamola, Nishad Sahu, Vishnu Venkatesh, Adit Goyal, Mohsen Guizani
2022 arXiv   pre-print
With any large-scale technological integration comes the challenge of providing security. Blockchain technology has been a popular choice of many studies for making the vehicular network more secure.  ...  The blockchain perspective focuses on blockchain platforms, blockchain types, and consensus mechanisms used in blockchain implementation.  ...  [12] recently proposed a comprehensive survey for blockchain applications in the IoV network.  ... 
arXiv:2201.04803v1 fatcat:yhm4umjt45ho5fu7mbeu7g66sq

DIFFERENTIAL PRIVACY FOR IOT-ENABLED CRITICAL INFRASTRUCTURE: A COMPREHENSIVE SURVEY

Muhammad Akbar Husnoo, Adnan Anwar, Ripon K. Chakrabortty, Robin Doss, Mike J. Ryan
2021 IEEE Access  
This paper provides a comprehensive and extensive survey of the application and implementation of differential privacy in four major application domains of IoT-enabled critical infrastructure: Smart Grids  ...  Mobile crowdsensing is capable of providing a large amount of data via pervasive mobile terminals for IIoTs.  ...  Crowdsensing [51] Detailed analysis over integration of differential privacy in blockchain scenarios. Blockchain [52] A review on differentially private machine learning.  ... 
doi:10.1109/access.2021.3124309 fatcat:vejtyjyrwffeffi7ob2o2svyja

Multimedia Internet of Things: A Comprehensive Survey

Ali Nauman, Yazdan Ahmad Qadri, Muhammad Amjad, Yousaf Bin Zikria, Muhammad Khalil Afzal, Sung Won Kim
2020 IEEE Access  
This paper provides a comprehensive survey of M-IoT with an emphasis on architecture, protocols, and applications. This article starts by providing a horizontal overview of the IoT.  ...  IoT devices are constrained in terms of energy, computing, size, and storage memory.  ...  To the best of our knowledge, this article is the first to present a comprehensive survey on M-IoT.  ... 
doi:10.1109/access.2020.2964280 fatcat:ilihkpik65bdvblyal6rp7tb2y

Modeling and Simulation Tools for Fog Computing—A Comprehensive Survey from a Cost Perspective

Spiridoula V. Margariti, Vassilios V. Dimakopoulos, Georgios Tsoumanis
2020 Future Internet  
In this work, we provide a comprehensive literature review along two axes—modeling with an emphasis in the proposed fog computing architectures and simulation which investigates the simulation tools which  ...  As such, it introduces a number of complex issues to the research community and the industry alike.  ...  Merlino et al [32] adopt Petri Nets to model and evaluate mobile crowdsensing services. Ni et al.  ... 
doi:10.3390/fi12050089 fatcat:nusxys3wlzbjxhdu3wjyoqia6u

Security Threats and Research Challenges of IoT - A Review

A K M Bahalul Haque, Sonia Tasmin
2020 Journal of Engineering Advancements  
Since IoT comprises heterogeneous devices, its security issues are diverse too. Various security attacks can be responsible for compromising confidentiality, integrity, and availability.  ...  It has facilitated the development of smart systems, industrialization, and the state-of-the-art quality of life.  ...  Crowd Sensing with Mobile Devices A new sensing method called mobile crowdsensing has been introduced with the growing number of smart devices, exploiting smart device users' capacity, and gaining the  ... 
doi:10.38032/jea.2020.04.008 fatcat:7h6souh5jzaenmyg3sd3ctjnmu

Recent Advances in Wearable Sensing Technologies

Alfredo J. Perez, Sherali Zeadally
2021 Sensors  
Wearable sensing technologies are having a worldwide impact on the creation of novel business opportunities and application services that are benefiting the common citizen.  ...  We review recent advances in the area of wearable sensing technologies, focusing on aspects such as sensor technologies, communication infrastructures, service infrastructures, security, and privacy.  ...  Perez dedicates this work to the memory of Freddy Perez-Bossa and Miguel A. Labrador.  ... 
doi:10.3390/s21206828 pmid:34696040 pmcid:PMC8541055 fatcat:wvepmlpukvhfbd7r57jqn7ee4u

Current Research Trends in IoT Security: A Systematic Mapping Study

Jee Young Lee, Jungwoo Lee, Vishal Sharma
2021 Mobile Information Systems  
As this revolution gains momentum, the security of smart mobile IoT networks becomes an essential research topic. This study aimed to provide comprehensive insights on IoT security.  ...  We additionally performed structural topic modeling to identify current research topics and the most promising ones via topic trend estimation.  ...  computing, edge computing, mobile-edge computing (MEC), the semantic web of things, and mobile crowdsensing.  ... 
doi:10.1155/2021/8847099 fatcat:b7iqpgqlmvacnbizd4bkzeuuxq

Blockchain for the Cybersecurity of Smart City Applications [article]

Omar Cheikhrouhou, Ichrak Amdouni, Khaleel Mershad, Maryem Ammi, Tuan Nguyen Gia
2022 arXiv   pre-print
We believe that the present survey is a good starting point for every researcher in the fields of cybersecurity, blockchain, and smart cities.  ...  This paper provides a comprehensive review of the existing blockchain-based solutions for the cybersecurity of the main smart city applications, namely smart healthcare, smart transportation, smart agriculture  ...  Existing Blockchain Surveys for Smart grid In [185] , the authors present a comprehensive survey of blockchain for a smart grid.  ... 
arXiv:2206.02760v1 fatcat:yuyen5kynnfwphh7vqn4ccywk4

IEEE Access Special Section Editorial: Security and Privacy in Emerging Decentralized Communication Environments

Xiaochun Cheng, Zheli Liu, Xiaojiang Du, Shui Yu, Leonardo Mostarda
2021 IEEE Access  
Mobile-cloud architecture is emerging as 5G /6G mobile IoT devices are generating large volumes of data which need cloud infrastructure to process.  ...  applications, the smart Internet of Things (IoT) devices, big data applications, and cloud systems are developing to better meet new requirements.  ...  The article ''A security protocol for route optimization in DMM-based smart home IoT networks,'' by Shin et al., discusses secure IoT smart home communication, where the involved devices directly communicate  ... 
doi:10.1109/access.2021.3075818 fatcat:7t3tgqarsndc5dq2gulr7hapzi

A Taxonomy Study on Securing Blockchain-based Industrial Applications: An Overview, Application Perspectives, Requirements, Attacks, Countermeasures, and Open Issues [article]

Khizar Hameed, Mutaz Barika, Saurabh Garg, Muhammad Bilal Amin, Byeong Kang
2021 arXiv   pre-print
This study presents a state-of-the-art survey of Blockchain-based Industry 4.0 applications, focusing on crucial application and security and privacy requirements, as well as corresponding attacks on Blockchain  ...  With the integration of Blockchain technology into different industrial applications, many application designs, security and privacy challenges present themselves, posing serious threats to users and their  ...  [23] presented a comprehensive survey that highlights the privacy issues which arise with the integration of IoT and Blockchain technology for the services available publicly.  ... 
arXiv:2105.11665v1 fatcat:bsm7w2shjneajp425oddszr6ju

Blockchain Technologies for the Internet of Things: Research Issues and Challenges

Mohamed Amine Ferrag, Makhlouf Derdour, Mithun Mukherjee, Abdelouahid Derhab, Leandros Maglaras, Helge Janicke
2018 IEEE Internet of Things Journal  
This paper presents a comprehensive survey of the existing blockchain protocols for the Internet of Things (IoT) networks.  ...  Based on the current survey, we highlight open research challenges and discuss possible future research directions in the blockchain technologies for IoT.  ...  Crowdsensing Applications The emerging mobile crowdsensing paradigm is a novel class of mobile IoT applications (e.g., geographical sensing applications). Wang et al.  ... 
doi:10.1109/jiot.2018.2882794 fatcat:xt2oh3dmozgrjg3n42xsdgm7f4

Editorial: Second Quarter 2019 IEEE Communications Surveys and Tutorials

Ying-Dar Lin
2019 IEEE Communications Surveys and Tutorials  
, and Mubashir Rehmani, presents a survey which aims to paint a coherent and comprehensive picture of the state-of-the-art in integrating blockchains with the IoT.  ...  Things, crowdsensing, smart grid, and wireless body area networks.  ... 
doi:10.1109/comst.2019.2913929 fatcat:j6zwztxl45cktgbz7ziudnaepi
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