[HTML][HTML] Federated learning in edge computing: a systematic survey

HG Abreha, M Hayajneh, MA Serhani - Sensors, 2022 - mdpi.com
Edge Computing (EC) is a new architecture that extends Cloud Computing (CC) services
closer to data sources. EC combined with Deep Learning (DL) is a promising technology …

Edge-cloud computing and artificial intelligence in internet of medical things: architecture, technology and application

L Sun, X Jiang, H Ren, Y Guo - IEEE Access, 2020 - ieeexplore.ieee.org
With the booming development of medical informatization and the ubiquitous connections in
the fifth generation mobile communication technology (5G) era, the heterogeneity and …

Dynamic-fusion-based federated learning for COVID-19 detection

W Zhang, T Zhou, Q Lu, X Wang, C Zhu… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Medical diagnostic image analysis (eg, CT scan or X-Ray) using machine learning is an
efficient and accurate way to detect COVID-19 infections. However, the sharing of diagnostic …

Partial computation offloading and adaptive task scheduling for 5G-enabled vehicular networks

Z Ning, P Dong, X Wang, X Hu, J Liu… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
A variety of novel mobile applications are developed to attract the interests of potential users
in the emerging 5G-enabled vehicular networks. Although computation offloading and task …

Real-time mask identification for COVID-19: An edge-computing-based deep learning framework

X Kong, K Wang, S Wang, X Wang… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
During the outbreak of the Coronavirus disease 2019 (COVID-19), while bringing various
serious threats to the world, it reminds us that we need to take precautions to control the …

Distributed and dynamic service placement in pervasive edge computing networks

Z Ning, P Dong, X Wang, S Wang, X Hu… - … on Parallel and …, 2020 - ieeexplore.ieee.org
The explosive growth of mobile devices promotes the prosperity of novel mobile
applications, which can be realized by service offloading with the assistance of edge …

Multi-agent imitation learning for pervasive edge computing: A decentralized computation offloading algorithm

X Wang, Z Ning, S Guo - IEEE Transactions on Parallel and …, 2020 - ieeexplore.ieee.org
Pervasive edge computing refers to one kind of edge computing that merely relies on edge
devices with sensing, storage and communication abilities to realize peer-to-peer offloading …

Intrusion detection for secure social internet of things based on collaborative edge computing: a generative adversarial network-based approach

L Nie, Y Wu, X Wang, L Guo, G Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The Social Internet of Things (SIoT) now penetrates our daily lives. As a strategy to alleviate
the escalation of resource congestion, collaborative edge computing (CEC) has become a …

Accurate detection and localization of unmanned aerial vehicle swarms-enabled mobile edge computing system

J Zheng, T Yang, H Liu, T Su… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Unmanned aerial vehicle (UAV) swarms-enabled mobile edge computing system can be
deployed in critical industrial zones for monitoring. Meanwhile, its malicious use may bring …

Digital twin empowered content caching in social-aware vehicular edge networks

K Zhang, J Cao, S Maharjan… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The rapid proliferation of smart vehicles along with the advent of powerful applications bring
stringent requirements on massive content delivery. Although vehicular edge caching can …