Priority-aware computational resource allocation

J Du, C Jiang - Cooperation and Integration in 6G Heterogeneous …, 2022 - Springer
Vehicular fog computing (VFC) has been expected as a promising scheme that can increase
the computational capability of vehicles without relying on servers. Comparing with …

Priority-aware task offloading in vehicular fog computing based on deep reinforcement learning

J Shi, J Du, J Wang, J Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Vehicular fog computing (VFC) has been expected as a promising scheme that can increase
the computational capability of vehicles without relying on servers. Comparing with …

Many-to-many task offloading in vehicular fog computing: A multi-agent deep reinforcement learning approach

Z Wei, B Li, R Zhang, X Cheng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Vehicular fog computing (VFC) has emerged as a promising solution to mitigate vehicular
network computation load. In the hierarchical VFC, vehicles are employed as mobile fog …

Federated deep reinforcement learning-based task allocation in vehicular fog computing

J Shi, J Du, J Wang, J Yuan - 2022 IEEE 95th Vehicular …, 2022 - ieeexplore.ieee.org
The advancement of Internet of Vehicles has brought out various vehicular applications, and
some of the applications are computation-intensive or delay-sensitive. Vehicular fog …

When vehicular fog computing meets autonomous driving: Computational resource management and task offloading

Z Zhou, H Liao, X Wang, S Mumtaz… - IEEE Network, 2020 - ieeexplore.ieee.org
Autonomous driving has the potential to make transportation systems safer, greener and
more efficient. To realize autonomous driving, a great deal of in-car cutting-edge …

Dynamic many-to-many task offloading in vehicular fog computing: A multi-agent drl approach

Z Wei, B Li, R Zhang, X Cheng… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
Confronted with the increasing computation-intensive requirements of vehicular
applications, vehicular fog computing (VFC) has emerged as the promising solution to …

Energy-latency tradeoff for dynamic computation offloading in vehicular fog computing

R Yadav, W Zhang, O Kaiwartya… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Vehicular Fog Computing (VFC) provides solutions to relieves overload cloudlet nodes,
reduces service latency during peak times, and saves energy for battery-powered cloudlet …

CODE-V: Multi-hop computation offloading in Vehicular Fog Computing

MM Hussain, MMS Beg - Future Generation Computer Systems, 2021 - Elsevier
Abstract Vehicular Fog Computing (VFC) is an extension of fog computing in Intelligent
Transportation Systems (ITS). It is an emerging computing model that leverages latency …

Data-driven capacity planning for vehicular fog computing

W Mao, OU Akgul, A Mehrabi, B Cho… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
The strict latency constraints of emerging vehicular applications make it unfeasible to
forward sensing data from vehicles to the cloud for processing. To shorten network latency …

Real-time task offloading for data and computation intensive services in vehicular fog computing environments

C Liu, K Liu, X Xu, H Ren, F Jin… - 2020 16th International …, 2020 - ieeexplore.ieee.org
Recent advances in wireless communication, sensing, and computing technologies have
paved the way for the development of a new era of Internet of Vehicles (IoV). Nevertheless, it …