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
… We assume that each vehicle only selects one channel for transmissions within a single …
accurate spectrum information through spectrum sensing. The vehicles can obtain the 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
spectrum holes along their paths as opposed to the traditional two-state spectrum sensing
… , we demonstrate how each vehicle can better exploit spectrum opportunities by using the …

A Novel Joint Spectrum Sensing and Resource Allocation Scheme in Cognitive Internet of Vehicles Networks

G Chen, H Zhu, Y Xu, T Song… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
… In this paper, each vehicle employs an energy detector to sense the spectrum state for
each SB. The energy detecting method is chosen for its simplicity of implementation and the …

Cooperative cognitive intelligence for internet of vehicles

A Paul, A Daniel, A Ahmad, S Rho - IEEE Systems Journal, 2015 - ieeexplore.ieee.org
spectrum sensingspectrum sensing, some techniques for spectrum detection are used.
Fig. 1 depicts the classification in centralized spectrum sensing and distributed spectrum sensing

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
… Abstract: Cognitive Internet of Vehicles (CIoV) can improve spectrum utilization by accessing
… traditional static spectrum access makes the CIoV unable to adapt to the various spectrum

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
Spectrum sensing is the primary link to realize a cognitive radio. However, IoV mobile … to
spectrum sensing. Thus, this paper proposes an intelligent spectrum sensing algorithm based …

MU-MIMO based cognitive radio in internet of vehicles (IoV) for enhanced spectrum sensing accuracy and sum rate

MA Hossain, M Schukat, E Barrett - 2021 IEEE 93rd Vehicular …, 2021 - ieeexplore.ieee.org
… (ITS), as it allows vehicles to access the Internet and to communicate intra-vehicle, inter-vehicle
and vehicle to the roadside base station. The Internet of Vehicles (IoV) is an evolution of …

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
… detect spectrum holes along their paths as opposed to traditional twostate spectrum sensing
… , we demonstrate how each vehicle can better exploit spectrum opportunities by using the …

A Double-Threshold Cooperative Spectrum Sensing Algorithm in the Internet of Vehicles

H Du, Y Wang - World Electric Vehicle Journal, 2024 - mdpi.com
… a distributed collaborative spectrum sensing method for the Internet of Vehicles, optimizing
… -threshold collaborative spectrum sensing to enhance the success rate of spectrum sensing. …

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
… To leverage opportunistic communication in CR-based IoV, non-licensed vehicles (SUs)
employ spectrum sensing to locate unoccupied channels for efficient data dissemination when …