Deep learning-based selective spectrum sensing and allocation in cognitive vehicular radio networks

A Paul, K Choi - Vehicular Communications, 2023 - Elsevier
The main challenge with Vehicular Ad-Hoc Networks (VANETs) for assisting Intelligent
Transportation Services (ITSs) is ensuring effective data delivery under various network …

Semantic communication for the internet of vehicles: A multiuser cooperative approach

W Xu, Y Zhang, F Wang, Z Qin, C Liu… - IEEE Vehicular …, 2023 - ieeexplore.ieee.org
The Internet of Vehicles (IoV) is expected to become the central infrastructure to provide
advanced services to connected vehicles and users for higher transportation efficiency and …

Multi-Agent Reinforcement Learning Aided Resources Allocation Method in Vehicular Networks

Y Ji, X Zhang, Y Wang, H Gacanin… - 2022 IEEE 96th …, 2022 - ieeexplore.ieee.org
To address the problem of spectrum resources and transmitting power for vehicular
networks, this paper proposes a resource allocation (RA) method based on dueling double …

Cognitive radio aided internet of vehicles (IoVs) for improved spectrum resource allocation

J Eze, S Zhang, E Liu, EE Chinedum… - … on Computer and …, 2015 - ieeexplore.ieee.org
The highly anticipated era of Internet of Things (IoTs) expected to empower all aspects of
Intelligent Transportation Systems (ITS) will undeniably improve transport safety and …

A deep learning based resource allocation scheme in vehicular communication systems

M Chen, J Chen, X Chen, S Zhang… - 2019 IEEE Wireless …, 2019 - ieeexplore.ieee.org
In vehicular communications, intracell interference and the stringent latency requirement are
challenging issues. In this paper, a joint spectrum reuse and power allocation problem is …

Hybrid machine-learning-based spectrum sensing and allocation with adaptive congestion-aware modeling in CR-assisted IoV networks

R Ahmed, Y Chen, B Hassan, L Du… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Unlicensed cognitive-radio (CR)-assisted Internet of Vehicles (IoV) users can access
licensed providers' radio spectrum and concurrently utilize the dedicated channel for data …

Spectrum and Traffic Aware Routing Protocol with cooperative information collection method for CR-VANET

RR Kumar, P Indumathi… - … Conference on Recent …, 2018 - ieeexplore.ieee.org
The spectrum allocated by Federal Communication Commission for Vehicular Adhoc
Networks (VANET) is insufficient due to the increasing vehicular applications and vehicle …

Cooperative Spectrum Sensing Approach in C-V2X based on Multi-Agent Reinforcement Learning

P Li, XL Huang - 2023 17th International Conference on …, 2023 - ieeexplore.ieee.org
In cellular vehicle-to-everything (C-V2X) Mode 4, the autonomous mode is based on
spectrum sensing for vehicles selecting spectrum resources, however, the spectrum sensing …

Multi‐layer neural network algorithm for vehicle‐to‐everything communication in 5G networks

S Feki, M Hamdi, A Belghith, F Zarai… - International Journal of …, 2023 - Wiley Online Library
Summary Internet of Vehicles (IoVs), the emerging trend of Internet of Things (IoTs), has
undoubtedly become a promising trend to improve communication among vehicles on the …

Aoi-aware joint spectrum and power allocation for internet of vehicles: A trust region policy optimization-based approach

N Peng, Y Lin, Y Zhang, J Li - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
In Internet of Vehicles (IoV), information freshness is a significant indicator to indemnify road
traffic safety, which is measured by Age of Information (AoI). In this article, we consider the …