Fast adaptive task offloading and resource allocation via multiagent reinforcement learning in heterogeneous vehicular fog computing

Z Gao, L Yang, Y Dai - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
In vehicular fog computing, task offloading enables mobile vehicles (MVs) to offer ultralow
latency services for computation-intensive tasks. Nevertheless, the edge server (ES) may …

Task scheduling mechanisms for fog computing: A systematic survey

M Hosseinzadeh, E Azhir, J Lansky, S Mildeova… - IEEE …, 2023 - ieeexplore.ieee.org
In the Internet of Things (IoT) ecosystem, some processing is done near data production
sites at higher speeds without the need for high bandwidth by combining Fog Computing …

Hierarchical task offloading for vehicular fog computing based on multi-agent deep reinforcement learning

Y Hou, Z Wei, R Zhang, X Cheng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Vehicular fog computing (VFC) has been expected as a promising architecture that can
make full use of computing resources of idle vehicles to increase computing capability …

[HTML][HTML] Federated deep reinforcement learning based task offloading with power control in vehicular edge computing

S Moon, Y Lim - Sensors, 2022 - mdpi.com
Vehicular edge computing (VEC) is a promising technology for supporting computation-
intensive vehicular applications with low latency at the network edges. Vehicles offload their …

Coded Distributed Computing For Vehicular Edge Computing With Dual-Function Radar Communication

TH Nguyen, HLN Thi, H Le Hoang, J Tan… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
In this paper, we propose a coded distributed computing (CDC)-based vehicular edge
computing (VEC) framework. Therein, a task vehicle equipped with a dual-function radar …

[HTML][HTML] A Game-Based Computing Resource Allocation Scheme of Edge Server in Vehicular Edge Computing Networks Considering Diverse Task Offloading Modes

X Liu, J Zheng, M Zhang, Y Li, R Wang, Y He - Sensors, 2023 - mdpi.com
Introducing partial task offloading into vehicle edge computing networks (VECNs) can ease
the burden placed on the Internet of Vehicles (IoV) by emerging vehicle applications and …

A Comparative Analysis of different Vehicular Fog Computing Scheduling Algorithms

IU Khan, MA Saleem, F Hussain - Journal of Independent …, 2024 - jisrc.szabist.edu.pk
Fog computing (FC) is considered one of the smart and effective solutions for service
provisioning to the Internet of Everything (IoE) layer. IoE layer means the platforms including …

Maximizing Fog Computing Efficiency with Federated Multi-Agent Deep Reinforcement Learning

G Anitha, A Jegatheesan - Handbook on Federated Learning, 2024 - taylorfrancis.com
To accomplish efficient task offloading decisions, the authors present a DRL-based
federated offloading architecture that uses multi-tiered collective learning to offload jobs. The …

iVFC: A proactive methodology for task offloading in VFC

AMA Hamdi - 2023 - opus.lib.uts.edu.au
The Internet of Things plays an important role in the development of the Internet of Vehicles,
where vehicles have become more connected and intelligent. This has led to the emergence …