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 …
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 …
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 …
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 …
[HTML][HTML] Q-learning-based dynamic spectrum access in cognitive industrial Internet of Things
Abstract In recent years, Industrial Internet of Things (IIoT) has attracted growing attention
from both academia and industry. Meanwhile, when traditional wireless sensor networks are …
from both academia and industry. Meanwhile, when traditional wireless sensor networks are …
On the performance of cognitive internet-of-vehicles with unlicensed user-mobility and licensed user-activity
Abstract Internet of Vehicles (IoV) is regarded as an emerging concept for intelligent
transportation cyber-physical systems. Due to the limited number of channels available in …
transportation cyber-physical systems. Due to the limited number of channels available in …
A secured and efficient communication scheme for decentralized cognitive radio-based Internet of vehicles
The advancements in hardware technologies have driven the evolution of vehicular ad hoc
networks into the Internet of Vehicles (IoV). The IoV is a decentralized network of IoT …
networks into the Internet of Vehicles (IoV). The IoV is a decentralized network of IoT …
Reinforcement-learning-based dynamic spectrum access for software-defined cognitive industrial internet of things
X Liu, C Sun, W Yu, M Zhou - IEEE Transactions on Industrial …, 2021 - ieeexplore.ieee.org
The cognitive industrial Internet of Things (CIIoT) can improve transmission performance by
utilizing the spectrum licensed to a primary user (PU), providing that the normal …
utilizing the spectrum licensed to a primary user (PU), providing that the normal …
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 …