A computation offloading method with distributed double deep Qnetwork for connected vehicle platooning with vehicle‐to‐infrastructure communications

Y Shi, J Chu, X Sun, S Ning - IET Intelligent Transport Systems, 2024 - Wiley Online Library
offloading targets for TVs or other CAVs. This adds options for offloading vehicle tasks
and fully utilizes the computational … algorithm, the distributed double deep Q-network (DDDQN). …

Distributed computation offloading method based on deep reinforcement learning in ICV

C Chen, Y Zhang, Z Wang, S Wan, Q Pei - Applied Soft Computing, 2021 - Elsevier
… of Intelligent Connected Vehicles (ICVs), more effective computation … for large-scale network
implementation. We observe that an … a double DQN-based strategic computation offloading

Federated Double Deep Q-learning Based Computation Offloading in Mobility-Aware Vehicle Clusters

W Ye, K Zheng, Y Wang, Y Tang - IEEE Access, 2023 - ieeexplore.ieee.org
double deep Q network-based computation task offloading (… solve the computation task
offloading problem P1 for vehicle … kind of distributed learning where the model training process

Double deep Q-network based dynamic framing offloading in vehicular edge computing

H Tang, H Wu, G Qu, R Li - IEEE Transactions on Network …, 2022 - ieeexplore.ieee.org
… from moving vehicles, we establish a dynamic offloading model for … Dai, “Cooperative data
sensing and computation offloading in … include distributed deep learning and edge computing. …

Deep-reinforcement-learning-based distributed computation offloading in vehicular edge computing networks

L Geng, H Zhao, J Wang, A Kaushik… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
vehicle mobility, we conduct a candidate service vehicle (CSV) model to undertake
communication constraints. Further, we propose a distributed computation offloading … named …

Multiagent deep reinforcement learning for vehicular computation offloading in IoT

X Zhu, Y Luo, A Liu, MZA Bhuiyan… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… The data center is responsible for the training model, each vehicle selects a MEC server
to offload tasks in a distributed way. Our MDRCO scheme can decrease the unstability of a …

Dynamic edge computation offloading for internet of vehicles with deep reinforcement learning

L Yao, X Xu, M Bilal, H Wang - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
… Firstly, the clipped double-Q learning technique is introduced … two Q-functions and using
the Q-function with a smaller Q-… connected vehicles,” IEEE Internet Things J., vol. 7, no. 9, pp. …

Dueling Double Deep Q Network Strategy in MEC for Smart Internet of Vehicles Edge Computing Networks

H Pang, Z Wang - Journal of Grid Computing, 2024 - Springer
… a better system of compute offloading. Mobile edge computing can considerably increase …
, we first suggest an offloading model that can be applied to any distribution of X, and for the …

A Deep-Reinforcement-Learning-Based Computation Offloading With Mobile Vehicles in Vehicular Edge Computing

J Lin, S Huang, H Zhang, X Yang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
… , in which some vehicles (such as autonomous vehicle) are … in the neural networks, dual
nerual network structure is adopted … Distributed V2V computing offloading method based on …

Distributed offloading for cooperative intelligent transportation under heterogeneous networks

S Xia, Z Yao, G Wu, Y Li - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
… investigate a distributed dynamic computation offloading model … the autonomous offloading
manner of the vehicles, we … -learning and double deep Q network (DDQN), which can quickly …