Machine-learning-based opportunistic spectrum access in cognitive radio networks
The explosive growth of wireless devices and data rate demands makes spectrum scarcity a
serious problem. A promising solution is to employ OSA, which enables SUs to seek and …
serious problem. A promising solution is to employ OSA, which enables SUs to seek and …
Dynamic spectrum access based on deep reinforcement learning for multiple access in cognitive radio
Z Li, X Liu, Z Ning - Physical Communication, 2022 - Elsevier
With the increasing shortage of spectrum resources, dynamic spectrum access (DSA)
technology is proposed to maximize the spectrum resources utilization. Traditional DSA …
technology is proposed to maximize the spectrum resources utilization. Traditional DSA …
Performance analysis of cooperative spectrum sensing in cognitive vehicular networks with dense traffic
S Zhu, C Guo, C Feng, X Liu - 2016 IEEE 83rd Vehicular …, 2016 - ieeexplore.ieee.org
Cognitive Radio (CR) is a promising technology to solve the spectrum scarcity. Spectrum
sensing becomes more challenging in Cognitive Vehicular Networks (CVNs) due to …
sensing becomes more challenging in Cognitive Vehicular Networks (CVNs) due to …
Data-driven optimal throughput analysis for route selection in cognitive vehicular networks
To meet the dramatically increasing demands for vehicular communications, cognitive
vehicular networks have been proposed to broaden the vehicular communication bandwidth …
vehicular networks have been proposed to broaden the vehicular communication bandwidth …
Dynamic spectrum sharing based on federated learning and multi-agent actor-critic reinforcement learning
T Yang, W Zhang, Y Bo, J Sun… - … and Mobile Computing …, 2023 - ieeexplore.ieee.org
In order to improve spectrum efficiency in emergency communications, a dynamic spectrum
sharing (DSS) scheme based on federated learning (FL) and deep reinforcement learning …
sharing (DSS) scheme based on federated learning (FL) and deep reinforcement learning …
Federated Deep Reinforcement Learning-Based Spectrum Sharing and Power Allocation for Mobile Communication System
S Liu, F Yang, C Pan, C Zhang… - … Conference on Electrical …, 2023 - ieeexplore.ieee.org
The escalating demand for heightened performance in global mobile communication
systems necessitates novel methods to optimize spectrum and communication resource …
systems necessitates novel methods to optimize spectrum and communication resource …
Fast learning cognitive radios in underlay dynamic spectrum access: Integration of transfer learning into deep reinforcement learning
F Shah-Mohammadi… - 2020 Wireless …, 2020 - ieeexplore.ieee.org
Cognitive radio (CR) as a leading technology in realizing dynamic spectrum access (DSA)
offers a large efficiency and flexibility in the use of radio spectrum. The cognition feature …
offers a large efficiency and flexibility in the use of radio spectrum. The cognition feature …
A novel dynamic spectrum access framework based on reinforcement learning for cognitive radio sensor networks
Y Lin, C Wang, J Wang, Z Dou - Sensors, 2016 - mdpi.com
Cognitive radio sensor networks are one of the kinds of application where cognitive
techniques can be adopted and have many potential applications, challenges and future …
techniques can be adopted and have many potential applications, challenges and future …
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 …
researchers for providing safe and comfortable driving experience to users. However …
Deep reinforcement learning for resource allocation with network slicing in cognitive radio network
S Yuan, Y Zhang, W Qie, T Ma, S Li - Computer Science and …, 2021 - doiserbia.nb.rs
With the development of wireless communication technology, the requirement for data rate is
growing rapidly. Mobile communication system faces the problem of shortage of spectrum …
growing rapidly. Mobile communication system faces the problem of shortage of spectrum …