Optimizing UAV computation offloading via MEC with deep deterministic policy gradient

AB Abbasi, MU Hadi - Transactions on Emerging …, 2024 - Wiley Online Library
Mobile edge computing (MEC) seems to be highly efficient to process the generated data
from IoT devices by providing computational resources locating in close range to network …

UAV-enhanced intelligent offloading for Internet of Things at the edge

H Guo, J Liu - IEEE Transactions on Industrial Informatics, 2019 - ieeexplore.ieee.org
With the explosive growth of diverse Internet of Things (IoT) applications, mobile edge
computing (MEC) has been brought to settle the conflict between computation-intensive …

A deep learning approach for task offloading in multi-UAV aided mobile edge computing

MA Ebrahim, GA Ebrahim, HK Mohamed… - IEEE …, 2022 - ieeexplore.ieee.org
Computation offloading has proven to be an effective method for facilitating resource-
intensive tasks on IoT mobile edge nodes with limited processing capabilities. Additionally …

An adaptive simulated annealing-based computational offloading scheme in UAV-assisted MEC networks

CK Hsu - Computer Communications, 2024 - Elsevier
Mobile edge computing (MEC) is an advanced technology that enables fifth-generation (5G)
applications. It uses a mechanism to offload computation from mobile devices (MDs) to edge …

Task offloading in UAV-aided edge computing: Bit allocation and trajectory optimization

J Xiong, H Guo, J Liu - IEEE Communications Letters, 2019 - ieeexplore.ieee.org
The deployment of unmanned aerial vehicles (UAVs) in wireless communication systems
promises to provide services for devices with limited or without infrastructure coverage. With …

Deep reinforcement learning for computation offloading and resource allocation in unmanned-aerial-vehicle assisted edge computing

S Li, X Hu, Y Du - Sensors, 2021 - mdpi.com
Computation offloading technology extends cloud computing to the edge of the access
network close to users, bringing many benefits to terminal devices with limited battery and …

Computing over the Sky: Joint UAV Trajectory and Task Offloading Scheme Based on Optimization-Embedding Multi-Agent Deep Reinforcement Learning

X Li, X Du, N Zhao, X Wang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Unmanned aerial vehicle (UAV)-assisted mobile edge computing (MEC) has emerged to
support computation-intensive tasks in 6G systems. Since the battery capacity of a UAV is …

Computation offloading optimization for UAV-assisted mobile edge computing: a deep deterministic policy gradient approach

Y Wang, W Fang, Y Ding, N Xiong - Wireless Networks, 2021 - Springer
Abstract Unmanned Aerial Vehicle (UAV) can play an important role in wireless systems as it
can be deployed flexibly to help improve coverage and quality of communication. In this …

Q‐learning based computation offloading for multi‐UAV‐enabled cloud‐edge computing networks

M Wang, S Shi, S Gu, X Gu, X Qin - IET Communications, 2020 - Wiley Online Library
Unmanned aerial vehicles (UAVs) have been recently considered as a flying platform to
provide wide coverage and relaying services for mobile users (MUs). Mobile edge …

[HTML][HTML] Survey on computation offloading in UAV-Enabled mobile edge computing

SMA Huda, S Moh - Journal of Network and Computer Applications, 2022 - Elsevier
With the increasing growth of internet-of-things (IoT) devices, effective computation
performance has become a critical issue. Many services provided by IoT devices (eg …