Cooperative multi-agent deep reinforcement learning methods for uav-aided mobile edge computing networks

M Kim, H Lee, S Hwang, M Debbah… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
This article presents a cooperative multiagent deep reinforcement learning (MADRL)
approach for unmanned aerial vehicle (UAV)-aided mobile edge computing (MEC) …

Task offloading and trajectory scheduling for UAV-enabled MEC networks: An MADRL algorithm with prioritized experience replay

H Shi, Y Tian, H Li, J Huang, L Shi, Y Zhou - Ad Hoc Networks, 2024 - Elsevier
As a new network architecture, the air-ground cooperative network is a support for future 6G
network to achieve ubiquitous connectivities. To effectively relieve the computational …

Decentralized Learning Framework for Hierarchical Wireless Networks: A Tree Neural Network Approach

M Kim, H Lee, S Hwang, M Kim… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
This article presents a flexible deep-learning strategy that tackles decentralized optimization
tasks in multitier networks where wireless nodes are deployed in a hierarchical structure …

MATD3-Based Joint User Association and Resource Allocation in UAV Networks

H Zhang, J Du, C Jiang, A Fakhreddine… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
In recent years, mobile edge computing (MEC) has been proposed as a promising
technique to alleviate the challenges faced by delay and computation-intensive applications …

Cognitive UAV-IRS planning for semantic-aware mobile edge computing networks

X Chen, R Ma - Physical Communication, 2025 - Elsevier
Unmanned aerial vehicle (UAV)-assisted mobile edge computing (MEC) networks offer a
powerful solution for enhancing communication efficiency in resource-constrained …

Intelligent UAV planning for task-offloading with limited buffer and multiple computing servers

X Chen, R Ma - Physical Communication, 2024 - Elsevier
Abstract Dynamically moving Unmanned Aerial Vehicles (UAVs) have emerged as an
effective means to significantly enhance the flexibility and transmission performance of …

Priority-Aware Task Offloading in UAV-Assisted Vehicular Network Via Deep Reinforcement Learning

J Liao, X Chen, L Jiao, Y Wang - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Vehicular Edge Computing (VEC) has been regarded as a promising mechanism that can
increase the computational capacity of vehicles to support the execution of tasks with …