Key advances in pervasive edge computing for industrial Internet of Things in 5G and beyond

A Narayanan, AS De Sena, D Gutierrez-Rojas… - IEEE …, 2020 - ieeexplore.ieee.org
This article surveys emerging technologies related to pervasive edge computing (PEC) for
industrial internet-of-things (IIoT) enabled by fifth-generation (5G) and beyond …

UAV-assisted relaying and edge computing: Scheduling and trajectory optimization

X Hu, KK Wong, K Yang, Z Zheng - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In this paper, we study an unmanned aerial vehicle (UAV)-assisted mobile edge computing
(MEC) architecture, in which a UAV roaming around the area may serve as a computing …

Reconfigurable intelligent surface aided mobile edge computing: From optimization-based to location-only learning-based solutions

X Hu, C Masouros, KK Wong - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this paper, we explore optimization-based and data-driven solutions in a reconfigurable
intelligent surface (RIS)-aided multi-user mobile edge computing (MEC) system, where the …

Efficient parallel split learning over resource-constrained wireless edge networks

Z Lin, G Zhu, Y Deng, X Chen, Y Gao… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The increasingly deeper neural networks hinder the democratization of privacy-enhancing
distributed learning, such as federated learning (FL), to resource-constrained devices. To …

Wireless-powered edge computing with cooperative UAV: Task, time scheduling and trajectory design

X Hu, KK Wong, Y Zhang - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
A wireless-powered mobile edge computing (MEC) architecture with the cooperation
between an access point (AP) and an unmanned aerial vehicle (UAV) is studied in this …

Energy-efficient computation offloading in collaborative edge computing

R Lin, T Xie, S Luo, X Zhang, Y Xiao… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Edge computing is an indispensable technology that overcomes delay limitations of cloud
computing. In edge computing, computational resources are deployed at the network edge …

Distributed optimization for computation offloading in edge computing

R Lin, Z Zhou, S Luo, Y Xiao, X Wang… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Edge computing is a promising technology that offers data analysis and computing for
Internet of Things (IoT) services at the network edge. It has the potential to significantly …

Opportunistic access point selection for mobile edge computing networks

J Xia, L Fan, N Yang, Y Deng, TQ Duong… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
In this paper, we investigate a mobile edge computing (MEC) network with two
computational access points (CAPs), where the source is equipped with multiple antennas …

Algorithmics of cost-driven computation offloading in the edge-cloud environment

M Du, Y Wang, K Ye, C Xu - IEEE Transactions on Computers, 2020 - ieeexplore.ieee.org
Computation offloading between the edge and the cloud is an effective way for deployed
service to fully utilize the resources at both sides for its QoS improvement and overall cost …

Reinforcement learning for optimizing delay-sensitive task offloading in vehicular edge-cloud computing

TH Binh, H Vo, BM Nguyen… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
With the appearance of more and more devices connected to the Internet, the world has
witnessed an ever-growing number of data to be processed. Among those, many tasks …