Federated deep reinforcement learning-based task allocation in vehicular fog computing
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 …
some of the applications are computation-intensive or delay-sensitive. Vehicular fog …
Priority-aware task offloading in vehicular fog computing based on deep reinforcement learning
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 …
the computational capability of vehicles without relying on servers. Comparing with …
Deep reinforcement learning-based V2V partial computation offloading in vehicular fog computing
Vehicular fog computing (VFC) has been expected as a promising paradigm that can
improve the computational capability of vehicles, where vehicles can share their idle …
improve the computational capability of vehicles, where vehicles can share their idle …
Many-to-many task offloading in vehicular fog computing: A multi-agent deep reinforcement learning approach
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 …
network computation load. In the hierarchical VFC, vehicles are employed as mobile fog …
When vehicular fog computing meets autonomous driving: Computational resource management and task offloading
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 …
more efficient. To realize autonomous driving, a great deal of in-car cutting-edge …
Hierarchical task offloading for vehicular fog computing based on multi-agent deep reinforcement learning
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 …
make full use of computing resources of idle vehicles to increase computing capability …
TBOMC: A task-block-based overlapping matching-coalition scheme for task offloading in vehicular fog computing
Vehicular fog computing (VFC) is regarded as a promising framework for vehicular
computing applications by utilizing local spare resources of nearby vehicles to conduct …
computing applications by utilizing local spare resources of nearby vehicles to conduct …
Dynamic many-to-many task offloading in vehicular fog computing: A multi-agent drl approach
Confronted with the increasing computation-intensive requirements of vehicular
applications, vehicular fog computing (VFC) has emerged as the promising solution to …
applications, vehicular fog computing (VFC) has emerged as the promising solution to …
Priority-aware computational resource allocation
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 …
the computational capability of vehicles without relying on servers. Comparing with …
Deep Reinforcement Learning Empowered Resource Allocation in Vehicular Fog Computing
L Sun, M Liu, J Guo, X Yu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recent advances in fog computing had significantly impacted the development of the
Internet of Vehicles (IoV). Rapidly growing on-vehicle applications demand low-latency …
Internet of Vehicles (IoV). Rapidly growing on-vehicle applications demand low-latency …