Entropy Normalization SAC-Based Task Offloading for UAV-Assisted Mobile Edge Computing

T Deng, Y Wang, J Li, R Cao, Y Gu, J Hu… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
With the advantages of maneuverability and low cost, Unmanned Aerial Vehicles (UAVs) are
widely deployed in mobile edge computing as micro servers to provide computing service …

Multi-agent DRL for edge computing: A real-time proportional compute offloading

K Jia, H Xia, R Zhang, Y Sun, K Wang - Computer Networks, 2024 - Elsevier
Abstract In the Industrial Internet of Things, devices with limited computing power and
energy storage often rely on offloading tasks to edge servers for processing. However …

A Reinforcement Learning Based Stochastic Game for Energy-Efficient UAV Swarm Assisted MEC With Dynamic Clustering and Scheduling

J Li, C Yi, J Chen, Y Shi, T Zhang, X Li… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
In this paper, we study the energy-efficient unmanned aerial vehicle (UAV) swarm assisted
mobile edge computing (MEC) with dynamic clustering and scheduling. In the considered …

Joint UAV Deployment and Task Offloading in Large-Scale UAV-Assisted MEC: A Multiobjective Evolutionary Algorithm

Q Qiu, L Li, Z Xiao, Y Feng, Q Lin, Z Ming - Mathematics, 2024 - mdpi.com
With the development of digital economy technologies, mobile edge computing (MEC) has
emerged as a promising computing paradigm that provides mobile devices with closer edge …