Intelligent edge computing in internet of vehicles: A joint computation offloading and caching solution

Z Ning, K Zhang, X Wang, L Guo, X Hu… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… THE advancements in 5G communication networks and Internet of Vehicles (IoV) enable …
and caching in 5G-envisioned Internet of vehicles: A deep reinforcement learning-based traffic …

Joint computing and caching in 5G-envisioned Internet of vehicles: A deep reinforcement learning-based traffic control system

Z Ning, K Zhang, X Wang, MS Obaidat… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… The authors in [20] propose a joint computing offloading and content caching strategy to
design an asymmetric search tree, which generates resource allocation strategies to minimize …

Reliability-aware joint optimization for cooperative vehicular communication and computing

X Han, D Tian, Z Sheng, X Duan, J Zhou… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… The concept of the Internet of Vehicles (IoV) is emerging, … (MEC) paradigm into Internet of
Vehicles (IoV) communication … , and further proposed a joint computing algorithm that combines …

Deep reinforcement learning-based energy-efficient edge computing for internet of vehicles

X Kong, G Duan, M Hou, G Shen… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… we design a joint computing and caching framework by integrating deep deterministic policy
gradient (DDPG) algorithm. Especially, we focus on the Internet of Vehicles scenario, which …

Joint Edge Computing and Caching Based on D3QN for the Internet of Vehicles

G Chen, J Sun, Q Zeng, G Jing, Y Zhang - Electronics, 2023 - mdpi.com
… At present, self-driving vehicles (SDVs) in the Internet of Vehicles (IOV) are developing
rapidly, and they use a variety of sensors to work together to support many autonomous tasks, for …

Artificial intelligence empowered edge computing and caching for internet of vehicles

Y Dai, D Xu, S Maharjan, G Qiao… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
… of the proposed joint computing and caching scheme is obviously the highest compared to
the other two baseline schemes. The reason is that in the DDPGbased joint computing and …

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
… Zhang and KB Letaief, “Mobile edge intelligence and computing for the Internet of Vehicles,”
… Wang, “Diversified technologies in Internet of vehicles under intelligent edge computing,” …

Collaborative Computing for Internet of Vehicles

J Gao, M Li, W Zhuang, J Gao, M Li… - Connectivity and Edge …, 2021 - Springer
… As the communication capacity keeps increasing in the 5G era, the concept of vehicular
networks has been extended to Internet of Vehicles (IoV). Via the integration of communication …

Efficiency and fairness oriented dynamic task offloading in internet of vehicles

C Chen, H Li, H Li, R Fu, Y Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… It formulates the joint computing offloading and resource allocation problem as a Markov
Decision Process (MDP), and proposes a new DRL algorithm to minimize the system energy …

Collaborative optimization of edge-cloud computation offloading in internet of vehicles

Y Li, S Xu - 2021 International Conference on Computer …, 2021 - ieeexplore.ieee.org
… Abstract—Recently, as the traffic flow in the internet of vehicles increases, the conflict
between the huge number of computing tasks and limited computation resources needs to be …