Intelligent spectrum sensing algorithm for cognitive internet of vehicles based on KPCA and improved CNN

Y Duan, F Huang, L Xu, TA Gulliver - Peer-to-Peer Networking and …, 2023 - Springer
With the acceleration of economic globalization and integration, the global trade is
becoming more frequent, which promotes the vigorous development of transportation …

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 …

Multiband Cooperative Spectrum Sensing Meets Vehicular Network: Relying on CNN‐LSTM Approach

L Lu, X Li, G Wang, W Ni - Wireless Communications and …, 2023 - Wiley Online Library
A vehicular network is expected to empower all aspects of the intelligent transportation
system (ITS) and aim at improving road safety and traffic efficiency. In view of the fact that …

A judicious spectrum sensing technique in cognitive radio assisted internet of vehicles

A Raveendran, M Patra - 2019 IEEE International Conference …, 2019 - ieeexplore.ieee.org
Internet of Vehicles (IoV) as an area of research has lately attracted the interest of
researchers for providing safe and comfortable driving experience to users. However …

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 …

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 …

Cooperative spectrum sensing based on LSTM-CNN combination network in cognitive radio system

L Li, W Xie, X Zhou - IEEE Access, 2023 - ieeexplore.ieee.org
Cognitive radio (CR), as an emerging technology to improve the utilization of radio
spectrum, the fundamental of CR technology is spectrum sensing, due to the detection …

Reinforcement learning based dynamic spectrum access in cognitive internet of vehicles

X Liu, C Sun, M Zhou, B Lin, Y Lim - China Communications, 2021 - ieeexplore.ieee.org
Cognitive Internet of Vehicles (CIoV) can improve spectrum utilization by accessing the
spectrum licensed to primary user (PU) under the premise of not disturbing the PU's …

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 …

CNN-SVM Spectrum Sensing in Cognitive Radio Based on Signal Covariance Matrix

Q Wang, B Guo - Journal of Physics: Conference Series, 2022 - iopscience.iop.org
Among the basic components of cognitive radio technology is spectrum sensing technology.
Cooperative spectrum sensing is also a crucial factor research directions of spectrum …