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UAV-Enabled Mobile Edge-Computing for IoT Based on AI: A Comprehensive Review

Yassine Yazid, Imad Ez-Zazi, Antonio Guerrero-González, Ahmed El Oualkadi, Mounir Arioua
2021 Drones  
, task offloading, energy demand, and security.  ...  In this context, mobile edge computing (MEC) has emerged as a way to bring cloud computing (CC) processes within reach of users, to address computation-intensive offloading and latency issues.  ...  Recently, UAVs have been integrated as air-ground equipment to fulfill the processing and storage needs at IoT network edges.  ... 
doi:10.3390/drones5040148 fatcat:ypovd7expfbypfv7juuq5nropq

6G Internet of Things: A Comprehensive Survey

Dinh C. Nguyen, Ming Ding, Pubudu N. Pathirana, Aruna Seneviratne, Jun Li, Dusit Niyato, Octavia Dobre, H. Vincent Poor
2021 IEEE Internet of Things Journal  
communications, Terahertz communications, massive ultra-reliable and low-latency communications, and blockchain.  ...  We first shed light on some of the most fundamental 6G technologies that are expected to empower future IoT networks, including edge intelligence, reconfigurable intelligent surfaces, space-air-ground-underwater  ...  We believe our timely work will shed valuable light on the research of the 6G-IoT integration topics as well as motivate researchers and stakeholders to augment the research efforts in this promising area  ... 
doi:10.1109/jiot.2021.3103320 fatcat:fgm4ndqp6napjlt3z4ikthdsfy

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
, and IoT privacy and security.  ...  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  ...  Recently, blockchain is also integrated into FL to solve security issues in fog-based IoT networks [106] .  ... 
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  
, and IoT privacy and security.  ...  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  ...  Recently, blockchain is also integrated into FL to solve security issues in fog-based IoT networks [105] .  ... 
doi:10.1109/comst.2021.3075439 fatcat:ycq2zydqrzhibfqyo4vzloeoqy

Table of Contents

2022 IEEE Journal on Selected Topics in Signal Processing  
Dai 369 Blockchain and Semi-Distributed Learning-Based Secure and Low-Latency Computation Offloading in Space-Air-Ground-Integrated Power IoT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ...  Win 420 Incorporating Distributed DRL Into Storage Resource Optimization of Space-Air-Ground Integrated Wireless Communication Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . C.  ... 
doi:10.1109/jstsp.2022.3165754 fatcat:exdxnhbjtrgnvnfvzdtdxywtxy

Computing in the Sky: A Survey on Intelligent Ubiquitous Computing for UAV-Assisted 6G Networks and Industry 4.0/5.0

Saeed Hamood Alsamhi, Alexey V. Shvetsov, Santosh Kumar, Jahan Hassan, Mohammed A. Alhartomi, Svetlana V. Shvetsova, Radhya Sahal, Ammar Hawbani
2022 Drones  
We highlight the utility of UAV computing and the critical role of Federated Learning (FL) in meeting the challenges related to energy, security, task offloading, and latency of IoT data in smart environments  ...  offloading in a UAV-assisted framework.  ...  In the context of UAV air-to-ground networking, the integration of RIS is being proposed to improve the communication security and performance [129, 130] . Shang et al.  ... 
doi:10.3390/drones6070177 fatcat:533tggsjhbdjvbowfr3ku5mmci

Guest Editorial: Special Issue on Enabling Massive IoT With 6G: Applications, Architectures, Challenges, and Research Directions

Shahid Mumtaz, Varun G. Menon, Anwer Al-Dulaimi, Muhammad Ikram Ashraf, Mohsen Guizani
2021 IEEE Internet of Things Journal  
We hope that this special issue will serve as a useful reference for researchers, scientists, engineers, and academics in the field of massive IoT with 6G.  ...  Shen, the former Editor-in-Chief, and Prof. H.  ...  The article "Learning-based queue-aware task offloading and resource allocation for space-air-ground-integrated power IoT" investigates the challenges faced by the joint optimization of task offloading  ... 
doi:10.1109/jiot.2021.3061231 fatcat:pqsf5wqmv5gdfjxilm56sszpom

Editorial: Introduction to the Issue on Distributed Machine Learning for Wireless Communication

Ping Yang, Octavia A. Dobre, Ming Xiao, Marco Di Renzo, Jun Li, Tony Q. S. Quek, Zhu Han
2022 IEEE Journal on Selected Topics in Signal Processing  
The fourth contribution, entitled "Blockchain and Semi-Distributed Learning-Based Secure and Low-Latency Computation Offloading in Space-Air-Ground-Integrated Power IoT," combines blockchain, space-air-ground  ...  Specifically, the authors propose a Blockchain and semidistributed leaRning-based secure and low-latency electromAgnetic interferenCe-awarE computation offloading algorithm (BRACE) to minimize the total  ... 
doi:10.1109/jstsp.2022.3165356 fatcat:dab46w4tone55oow6gquetnp6m

Evolution of V2X Communication and Integration of Blockchain for Security Enhancements

Rakesh Shrestha, Seung Yeob Nam, Rojeena Bajracharya, Shiho Kim
2020 Electronics  
We investigate the integration of blockchain in 5G-based MEC vehicular networks for security, privacy protection, and content caching.  ...  demands of connected vehicles, such as ultra-low latency, ultra-high bandwidth, ultra-high reliability, and security.  ...  MEC reduces latency and prevents back haul congestion by offloading computation and caching content in distributed manner.  ... 
doi:10.3390/electronics9091338 fatcat:ryf6h57q45et5mvv65k5xdhpqu

2021 Index IEEE Internet of Things Journal Vol. 8

2021 IEEE Internet of Things Journal  
-that appeared in this periodical during 2021, and items from previous years that were commented upon or corrected in 2021.  ...  Note that the item title is found only under the primary entry in the Author Index.  ...  ., Learning-Based Queue-Aware Task Offloading and Resource Allocation for Space-Air-Ground-Integrated Power IoT.  ... 
doi:10.1109/jiot.2022.3141840 fatcat:42a2qzt4jnbwxihxp6rzosha3y

Cloud-Enabled High-Altitude Platform Systems: Challenges and Opportunities

Khaleel Mershad, Hayssam Dahrouj, Hadi Sarieddeen, Basem Shihada, Tareq Al-Naffouri, Mohamed-Slim Alouini
2021 Frontiers in Communications and Networks  
Given HAPS quasi-static positioning at the stratosphere, HAPS-to-ground and HAPS-to-air connectivity frameworks are expected to be prolific in terms of data acquisition and computing, especially given  ...  Finally, the paper discusses some open issues on the topic, namely, HAPS mobility and message routing, HAPS security via blockchain and machine learning, artificial intelligence-based resource allocation  ...  , power, latency, coverage, and security.  ... 
doi:10.3389/frcmn.2021.716265 fatcat:jbrnbveqtjddzalmx7kb7rp6o4

Cloud-Enabled High-Altitude Platform Systems: Challenges and Opportunities [article]

Khaleel Mershad, Hayssam Dahrouj, Hadi Sarieddeen, Basem Shihada, Tareq Al-Naffouri, Mohamed-Slim Alouini
2021 arXiv   pre-print
Given HAPS quasi-static positioning at the stratosphere, HAPS-to-ground and HAPS-to-air connectivity frameworks are expected to be prolific in terms of data acquisition and computing, especially given  ...  Finally, the paper discusses some open issues on the topic, namely, HAPS mobility and message routing, HAPS security via blockchain and machine learning, artificial intelligence-based resource allocation  ...  ACKNOWLEDGMENT This work was supported in part by the Center of Excellence for NEOM Research at the King Abdullah University of Science and Technology (KAUST).  ... 
arXiv:2106.02006v2 fatcat:hwqclzhwgbdihn5a3e4wb6udqy

Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing [article]

Wei Xu, Zhaohui Yang, Derrick Wing Kwan Ng, Marco Levorato, Yonina C. Eldar, M'erouane Debbah
2022 arXiv   pre-print
In addition, from the viewpoint of information theory, we identify fundamental open problems of characterizing rate regions for communication networks supporting distributed learning-and-computing tasks  ...  To process and transfer large amounts of data in emerging wireless services, it has become increasingly appealing to exploit distributed data communication and learning.  ...  It learns to offload computing tasks from ground terminals to multiple satellites and ground edge servers efficiently.  ... 
arXiv:2206.00422v1 fatcat:osp426emrngi3bvye6fmk7kqce

2021 Index IEEE Transactions on Vehicular Technology Vol. 70

2021 IEEE Transactions on Vehicular Technology  
-that appeared in this periodical during 2021, and items from previous years that were commented upon or corrected in 2021.  ...  Note that the item title is found only under the primary entry in the Author Index.  ...  Reliability-Optimal Offloading in Low-Latency Edge Computing Networks: Analytical and Reinforcement Learning Based Designs.  ... 
doi:10.1109/tvt.2022.3151213 fatcat:vzuzqu54irebpibzp3ykgy5nca

2020 Index IEEE Transactions on Vehicular Technology Vol. 69

2020 IEEE Transactions on Vehicular Technology  
Revocable Data-Sharing Scheme in VANETs; TVT Dec. 2020 15933-15946 Hoseini, S.A., Ding, M., Hassan, M., and Chen, Y., Analyzing the Impact of Molecular Re-Radiation on the MIMO Capacity in High-Frequency  ...  T., R., TVT Dec. 2020 16218-16223 Hoon-Kim, T., see Kumar, G., TVT July 2020 7707-7722 Horlin, F., see Monfared, S., TVT Oct. 2020 11369-11382 Horng, S., Lu, C., and Zhou, W., An Identity-Based and  ...  ., +, TVT April 2020 3994-4005 Service-Oriented Fair Resource Allocation and Auction for Civil AircraftsAugmented Space-Air-Ground Integrated Networks.  ... 
doi:10.1109/tvt.2021.3055470 fatcat:536l4pgnufhixneoa3a3dibdma
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