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 …

[PDF][PDF] Cooperative Wideband Spectrum Detection Based on Maximum Likelihood Ratio for CR Enhanced VANET.

X Xu, J Bao, Y Luo, H Wang - J. Commun., 2013 - jocm.us
Cognitive radio (CR) enhanced vehicular ad hoc network (CR-VANET) is a special VANET
that each vehicle could explore local spectrum gap and reduce data congestion by …

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 …

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 …

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 …

A novel sensing coordination framework for CR-VANETs

XY Wang, PH Ho - IEEE transactions on vehicular technology, 2009 - ieeexplore.ieee.org
This paper introduces a novel framework of coordinated spectrum sensing in cognitive-radio-
enhanced vehicular ad hoc networks (CR-VANETs). The proposed sensing coordination …

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 …

A graph convolution network based adaptive cooperative spectrum sensing in cognitive radio network

D Janu, S Kumar, K Singh - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
The hidden node problem is one of the most challenging issue in Cooperative Spectrum
Sensing (CSS). The system models adopted by the existing Deep Learning-based spectrum …

Cognitive radio‐enabled Internet of Vehicles: a cooperative spectrum sensing and allocation for vehicular communication

J Eze, S Zhang, E Liu, E Eze - IET Networks, 2018 - Wiley Online Library
Internet of Things (IoTs) era is expected to empower all aspects of Intelligent Transportation
System (ITS) to improve transport safety and reduce road accidents. US Federal …

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 …