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 …
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 …
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 …
Cooperative cognitive intelligence for internet of vehicles
To resolve the contradictions between the increasing demand of vehicular wireless
applications and the shortage of spectrum resources, high mobility, short link lifetime, and …
applications and the shortage of spectrum resources, high mobility, short link lifetime, and …
Hybrid machine-learning-based spectrum sensing and allocation with adaptive congestion-aware modeling in CR-assisted IoV networks
Unlicensed cognitive-radio (CR)-assisted Internet of Vehicles (IoV) users can access
licensed providers' radio spectrum and concurrently utilize the dedicated channel for data …
licensed providers' radio spectrum and concurrently utilize the dedicated channel for data …
Cognitive radio‐enabled Internet of Vehicles: a cooperative spectrum sensing and allocation for vehicular communication
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 …
System (ITS) to improve transport safety and reduce road accidents. US Federal …
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 …
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 …
Multichannel spectrum access based on reinforcement learning in cognitive internet of things
C Sun, H Ding, X Liu - Ad Hoc Networks, 2020 - Elsevier
With the development of Internet of Things (IoT), the demands for communication spectrum
have increased rapidly, resulting in the shortage of limited spectrum resources. Cognitive …
have increased rapidly, resulting in the shortage of limited spectrum resources. Cognitive …