Infrastructure based spectrum sensing scheme in VANET using reinforcement learning

C Chembe, D Kunda, I Ahmedy, RM Noor… - Vehicular …, 2019 - Elsevier
Spectrum sensing is one of the fundamental functionality performed by a cognitive radio to
identify vacant radio spectrum for dynamic spectrum access (DSA). However, there are …

Spectrum sensing in cognitive vehicular network: State-of-Art, challenges and open issues

C Chembe, RM Noor, I Ahmedy, M Oche… - Computer …, 2017 - Elsevier
Abstract Vehicular Ad Hoc Network (VANET) is envisaged to play an important role in the
safety of drivers and passengers when moving on the roads. However, VANET still faces …

Machine learning-based cooperative spectrum sensing in dynamic segmentation enabled cognitive radio vehicular network

MA Hossain, R Md Noor, KLA Yau, SR Azzuhri… - Energies, 2021 - mdpi.com
A vehicle ad hoc network (VANET) is a solution for road safety, congestion management,
and infotainment services. Integration of cognitive radio (CR), known as CR-VANET, is …

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 …

A Comprehensive Survey on Spectrum Sensing Techniques for the Implementation of Cognitive Vehicular Networks

K Jyostna, N Satwik, SS Anvesh… - … on Recent Trends in …, 2022 - ieeexplore.ieee.org
Vehicular Ad Hoc network-VANET plays a crucial role in daily vehicular users and ensures
safety for drivers and passengers. But there are some issues before VANET can be utilized …

On optimizing vehicular dynamic spectrum access networks: Automation and learning in mobile wireless environments

S Chen, R Vuyyuru, O Altintas… - 2011 IEEE Vehicular …, 2011 - ieeexplore.ieee.org
In this paper, we propose a novel architecture for optimizing the overall performance of
vehicular dynamic spectrum access (VDSA) networks. Due to the high level of mobility for …

Historical spectrum sensing data mining for cognitive radio enabled vehicular ad-hoc networks

XL Huang, J Wu, W Li, Z Zhang… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
In vehicular ad-hoc network (VANET), the reliability of communication is associated with
driving safety. However, research shows that the safety-message transmission in VANET …

Spectrum sensing challenges & their solutions in cognitive radio based vehicular networks

MA Hossain, R Md Noor, SR Azzuhri… - International Journal …, 2021 - Wiley Online Library
Vehicular ad hoc network (VANET) has been established to mitigate road collisions and
traffic congestion and provide infotainment facilities to users. Allocated channels to VANET …

Joint collaborative big spectrum data sensing and reinforcement learning based dynamic spectrum access for cognitive internet of vehicles

X Liu, C Sun, KLA Yau, C Wu - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
Cognitive Internet of Vehicles (CIoV) is an intelligent vehicle network envisioned to
opportunistically access spectrum licensed to primary users (PUs) on the premise of not …

History-based spectrum sensing in CR-VANETs

SH Abbassi, IM Qureshi, H Abbasi… - EURASIP Journal on …, 2015 - Springer
Cognitive radio spectrum sensing is an important issue in today's emerging communication
techniques. Similarly, vehicular networks are vital considering the increasing traffic on roads …