Computation-Efficient Offloading and Power Control for MEC in IoT Networks by Meta Reinforcement Learning

MA Hossain, W Liu, N Ansari - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
Due to the proliferation of devices and the availability of computing servers, mobile edge
computing (MEC) has gained popularity in executing various computational tasks. MEC …

An Improved Sparrow Search Algorithm for Location Optimization of Logistics Distribution Centers

Y Ou, L Yu, A Yan - Journal of Circuits, Systems and Computers, 2023 - World Scientific
In modern society where business development is booming, it is of great importance to
investigate location optimization of logistics distribution centers. In order to achieve greater …

Deep Deterministic Policy Gradient-Based Intelligent Task Offloading for Vehicular Computing With Priority Experience Playback

Y Guo, D Ma, H She, G Gui, C Yuen… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
With the development of Internet of Vehicles (IoV) technology, users' demand for low latency
and high-quality network services has increased. However, executing large computing tasks …

A Deep Neural Network-Based Intelligent Detection Model for Manufacturing Defects of Automobile Parts

W Xu, G Liu, M Wang - Journal of Circuits, Systems and Computers, 2023 - World Scientific
Image defect detection of casting parts is a key part of the production process in the
machinery manufacturing industry. The traditional methods are ineffective because …

Efficient Edge Server Activation and Service Association for Green Computing in MEC-Enabled Internet of Vehicles

P Hou, H Jia, H Zhu, Z Lu, SC Huang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The new-generation intelligent transportation systems (ITS) and Internet of vehicles (IoV)
integrate multi-access edge computing (MEC) with V2X and 5G/6G, providing high-quality …

Joint optimization of UAV-WPT and mixed task offloading strategies with shared mode in SAG-PIoT: A MAD4PG approach

Y Chen, X Shen, P Zhang, S Lu, L Wang, Z Wu, X Xie - Internet of Things, 2023 - Elsevier
Abstract The Space-Air-Ground Power Internet of Things (SAG-PIoT) is a promising
paradigm for the development of emerging smart grid systems, and Unmanned Aerial …

[HTML][HTML] 5G in healthcare: Matching game-empowered intelligent medical network slicing

C Tian, H Cao, S Garg, G Kaddoum, MM Hassan… - Alexandria Engineering …, 2023 - Elsevier
Improving the healthcare system is imperative for increasing efficiency and reducing costs.
The rapid adoption of Internet of Medical Things (IoMT) has facilitated a broad range of …

Federated Deep Reinforcement Learning for Task Offloading in Digital Twin Edge Networks

Y Dai, J Zhao, J Zhang, Y Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Digital twin edge networks provide a new paradigm that combines mobile edge computing
(MEC) and digital twins to improve network performance and reduce communication cost by …

Reliable Computation Offloading of DAG Applications in Internet of Vehicles Based on Deep Reinforcement Learning

S Su, P Yuan, Y Dai - IEEE Transactions on Vehicular …, 2024 - ieeexplore.ieee.org
To solve the partial offloading problem of Directed Acyclic Graph (DAG) applications in the
Internet of Vehicles (IoV) under edge computing environment, this paper proposes a partial …

A Bilevel Periodically Interactive Evolutionary Algorithm for Personalized Service Customization in Wireless-Powered Cooperative MEC

N Yang, HL Liu - IEEE Transactions on Emerging Topics in …, 2024 - ieeexplore.ieee.org
This article addresses the pricing scheme in a wireless-powered cooperative mobile edge
computing (WP-CoMEC) system, focusing on personalized service customization …