Spectrum sharing in vehicular networks based on multi-agent reinforcement learning

L Liang, H Ye, GY Li - IEEE Journal on Selected Areas in …, 2019 - ieeexplore.ieee.org
… the spectrum sharing problem in high mobility vehicular networks, where multiple V2V links
attempt to share the frequency spectrum … in vehicular networks, we design V2V spectrum and …

QoS-driven spectrum sharing for reconfigurable intelligent surfaces (RISs) aided vehicular networks

Y Chen, Y Wang, J Zhang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… a promising candidate to enhance vehicle-to-everything (… spectrum sharing problem in
RIS-aided vehicular networks, in which multiple vehicle-to-vehicle (V2V) links reuse the spectrum

Energy-efficient resource allocation for UAV-assisted vehicular networks with spectrum sharing

W Qi, Q Song, L Guo… - … Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
… SYSTEM MODEL AND PROBLEM FORMULATION This section introduces the UAV-assisted
vehicular network system with spectrum sharing, where the network architecture and …

Multi-agent reinforcement learning for spectrum sharing in vehicular networks

L Liang, H Ye, GY Li - 2019 IEEE 20th International Workshop …, 2019 - ieeexplore.ieee.org
… —This paper investigates the spectrum sharing problem in vehicular networks, where
multiple vehicle-to-vehicle (V2V) links reuse the frequency spectrum preoccupied by vehicleto-…

Toward 5G spectrum sharing for immersive-experience-driven vehicular communications

H Zhou, W Xu, Y Bi, J Chen, Q Yu… - IEEE Wireless …, 2017 - ieeexplore.ieee.org
… communications for diverse tailor-made vehicular services, especially in highly dynamic
and often densely populated vehicular networking environments due to the vehicular

Optimal resource sharing in 5G-enabled vehicular networks: A matrix game approach

R Yu, J Ding, X Huang, MT Zhou… - … on Vehicular …, 2016 - ieeexplore.ieee.org
… for flexible resource allocation, automated network organization, and advanced mobility …
vehicular network by combining with 5G technologies, such as, the cloud radio access network (…

Fast spectrum sharing in vehicular networks: A meta reinforcement learning approach

K Huang, Z Luo, L Liang, S Jin - 2022 IEEE 96th Vehicular …, 2022 - ieeexplore.ieee.org
… In this paper, we adopt the meta-RL to solve the spectrum sharing problem in vehicular
networks. We show that our algorithm can learn a good initialization and only a few episodes are …

A Hybrid Multi-Agent Reinforcement Learning Approach for Spectrum Sharing in Vehicular Networks

M Jamal, Z Ullah, M Naeem, M Abbas, A Coronato - Future Internet, 2024 - mdpi.com
spectrum sharing is essential for maximizing data communication performance in Vehicular
Networks (VNs). … vehicle-to-vehicle (V2V) links reuse the frequency spectrum preoccupied by …

Spectrum resource sharing in heterogeneous vehicular networks: A noncooperative game-theoretic approach with correlated equilibrium

Z Xiao, X Shen, F Zeng, V Havyarimana… - … on Vehicular …, 2018 - ieeexplore.ieee.org
… shortage of spectrum resource and addressing the inefficient spectrum utilization, we
investigate the spectrum sharing for moving vehicles in Heterogeneous Vehicular Networks (HVNs…

Vehicular networking: A survey on spectrum access technologies and persisting challenges

RF Atallah, MJ Khabbaz, CM Assi - Vehicular Communications, 2015 - Elsevier
… challenges in vehicular networking-based communications. … Spectrum resources are
envisioned to become remarkably … of vehicular networks especially that vehicular networking