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 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 …

Comprehensive survey of machine learning approaches in cognitive radio-based vehicular ad hoc networks

MA Hossain, RM Noor, KLA Yau, SR Azzuhri… - IEEE …, 2020 - ieeexplore.ieee.org
Nowadays, machine learning (ML), which is one of the most rapidly growing technical tools,
is extensively used to solve critical challenges in various domains. Vehicular ad hoc network …

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 …

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 …

Artificial intelligence inspired transmission scheduling in cognitive vehicular communications and networks

K Zhang, S Leng, X Peng, L Pan… - IEEE internet of …, 2018 - ieeexplore.ieee.org
The Internet of Things (IoT) platform has played a significant role in improving road transport
safety and efficiency by ubiquitously connecting intelligent vehicles through wireless …

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 …

Noncooperative spectrum sensing with historical sensing data mining in cognitive radio

XL Huang, Y Xu, J Wu, W Zhang - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In cognitive radio (CR), spectrum sensing is a critical task to effectively detect the spectrum
holes. Through dynamically accessing such idle spectrum, CR can improve spectrum …

Intelligent dynamic spectrum access using deep reinforcement learning for VANETs

Y Wang, X Li, P Wan, R Shao - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
In vehicular ad hoc networks (VANETs), vehicles can communicate with other vehicles or
devices through vehicle-to-X communication. However, with the rise of the Internet of Things …

Cooperative cognitive intelligence for internet of vehicles

A Paul, A Daniel, A Ahmad, S Rho - IEEE Systems Journal, 2015 - ieeexplore.ieee.org
To resolve the contradictions between the increasing demand of vehicular wireless
applications and the shortage of spectrum resources, high mobility, short link lifetime, and …