A multi-channel and multi-user dynamic spectrum access algorithm based on deep reinforcement learning in Cognitive Vehicular Networks with sensing error
L Chen, K Fu, Q Zhao, X Zhao - Physical Communication, 2022 - Elsevier
In this paper, a spectrum access problem is proposed to improve the spectrum access rates
of secondary vehicles in Cognitive Vehicular Networks, where the channel capacity …
of secondary vehicles in Cognitive Vehicular Networks, where the channel capacity …
Multi-user reinforcement learning based multi-reward for spectrum access in cognitive vehicular networks
L Chen, Q Zhao, K Fu, X Zhao, H Sun - Telecommunication Systems, 2023 - Springer
Abstract Cognitive Vehicular Networks (CVNs) can improve spectrum utilization by
intelligently using idle spectrum, so as to fulfill the needs of communication. The previous …
intelligently using idle spectrum, so as to fulfill the needs of communication. The previous …
Joint collaborative big spectrum data sensing and reinforcement learning based dynamic spectrum access for cognitive internet of vehicles
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 …
opportunistically access spectrum licensed to primary users (PUs) on the premise of not …
Reinforcement learning based dynamic spectrum access in cognitive internet of vehicles
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 …
spectrum licensed to primary user (PU) under the premise of not disturbing the PU's …
Federated Deep Reinforcement Learning-Based Spectrum Access Algorithm With Warranty Contract in Intelligent Transportation Systems
Cognitive radio (CR) provides an effective solution to meet the huge bandwidth
requirements in intelligent transportation systems (ITS), which enables secondary users …
requirements in intelligent transportation systems (ITS), which enables secondary users …
Spectrum access allocation in vehicular networks with intermittently interrupted channels
TD Le, G Kaddoum - IEEE Wireless Communications Letters, 2022 - ieeexplore.ieee.org
In this letter, we study the spectrum access problem in vehicular networks, where a base
station (BS) assigns its spectrum to vehicles to fulfill data demands of these vehicles. In our …
station (BS) assigns its spectrum to vehicles to fulfill data demands of these vehicles. In our …
[HTML][HTML] Deep reinforcement learning-based spectrum allocation algorithm in Internet of vehicles discriminating services
Z Guan, Y Wang, M He - Applied Sciences, 2022 - mdpi.com
With the rapid development of global automotive industry intelligence and networking, the
Internet of Vehicles (IoV) service, as a key communication technology, has been faced with …
Internet of Vehicles (IoV) service, as a key communication technology, has been faced with …
Deep learning-based selective spectrum sensing and allocation in cognitive vehicular radio networks
The main challenge with Vehicular Ad-Hoc Networks (VANETs) for assisting Intelligent
Transportation Services (ITSs) is ensuring effective data delivery under various network …
Transportation Services (ITSs) is ensuring effective data delivery under various network …
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
With the rapid development of the Internet of Vehicles (IoV), the cognitive radio-based IoV
(CIoV) network is widely used to overcome the lack of spectrum resources. In this paper, a …
(CIoV) network is widely used to overcome the lack of spectrum resources. In this paper, a …
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 …
becoming more frequent, which promotes the vigorous development of transportation …