Multi-agent reinforcement learning based resource management in MEC-and UAV-assisted vehicular networks

H Peng, X Shen - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
… ) requirements in vehicular networks with MEC-mounted BSs … in the MEC- and UAV-assisted
vehicular networks, where MEC … an MEC- and UAV-assisted vehicular network architecture …

A probabilistic approach for cooperative computation offloading in MEC-assisted vehicular networks

P Dai, K Hu, X Wu, H Xing, F Teng… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… of computation offloading in MEC-assisted vehicular networks. The contributions … MEC-assisted
vehicular networks, where mobility features of vehicles, dynamic distributions of vehicle

Partial Offloading and Resource Allocation for MEC-Assisted Vehicular Networks

H Zhang, X Liu, Y Xu, D Li, C Yuen… - … on Vehicular …, 2023 - ieeexplore.ieee.org
MEC-based V2X networks, … MEC- 316 assisted vehicular networks can be formulated as
(18). Specif- 317 ically, C1 represents the decision of offloading, which means 318 task vehicle i …

Energy-delay minimization of task migration based on game theory in MEC-assisted vehicular networks

H Wang, T Lv, Z Lin, J Zeng - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
… 1, we consider an MEC-assisted vehicular network system with multiple vehicles and S
RSUs, where the set of RSUs is RSU = {RSU1, RSU2, . . ., RSUS}. In the proposed …

DDPG-based resource management for MEC/UAV-assisted vehicular networks

H Peng, XS Shen - 2020 IEEE 92nd Vehicular Technology …, 2020 - ieeexplore.ieee.org
… SYSTEM MODEL In this section, we illustrate an MEC/UAV-assisted vehicular network
model and a multi-dimensional resource management model, and then formulate a resource …

Latency-energy joint optimization for task offloading and resource allocation in mec-assisted vehicular networks

Y Cong, K Xue, C Wang, W Sun… - … on Vehicular …, 2023 - ieeexplore.ieee.org
… server and MEC server to the task offloading in vehicular networks, … dual benefits of cloud
computing and MEC. Each task can be … model on cloud assisted MEC for vehicular networks

V2X offloading and resource allocation in SDN-assisted MEC-based vehicular networks

H Zhang, Z Wang, K Liu - China Communications, 2020 - ieeexplore.ieee.org
… -assisted MEC network architecture in the vehicular network, … distribution in the vehicular
network with MEC and SDN. The … SDN to vehicular network, in the SDN-assisted MEC-based …

Computation offloading and resource allocation for cloud assisted mobile edge computing in vehicular networks

J Zhao, Q Li, Y Gong, K Zhang - … Transactions on Vehicular …, 2019 - ieeexplore.ieee.org
… offloading scheme for a cloud assistedMEC in vehicular networks. The contributions of this
… cloud assisted MEC for computation offloading optimization problem in vehicular networks. …

Computation offloading and resource allocation in MEC-enabled integrated aerial-terrestrial vehicular networks: A reinforcement learning approach

N Waqar, SA Hassan, A Mahmood… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… To address this issue, we propose an MEC-enabled vehicular network assisted through …
focuses on a MEC-enabled integrated aerial-terrestrial vehicular network with the objective of …

Deep reinforcement learning-based adaptive computation offloading for MEC in heterogeneous vehicular networks

H Ke, J Wang, L Deng, Y Ge… - … Transactions on Vehicular …, 2020 - ieeexplore.ieee.org
MEC system in a heterogeneous vehicular network, which includes multi-vehicles, multi-equipment,
and an MEC … software defined vehicular network assisted by mobile edge computing,…