A reinforcement learning based evolutionary multi-objective optimization algorithm for spectrum allocation in cognitive radio networks

A Kaur, K Kumar - Physical Communication, 2020 - Elsevier
To cope up with drastically increasing demand for radio resources lead to raise a challenge
to the wireless community. The limited radio spectrum and fixed spectrum allocation strategy …

Improved decomposition-based multi-objective cuckoo search algorithm for spectrum allocation in cognitive vehicular network

R Zhang, X Jiang, R Li - Physical Communication, 2019 - Elsevier
The allocation of spectrum resources efficiently and equitably in dynamic cognitive vehicular
networks is more challenging than static cognitive networks. Currently, most spectrum …

Intelligent Dynamic Spectrum Allocation in MEC‐Enabled Cognitive Networks: A Multiagent Reinforcement Learning Approach

C Lei, H Zhao, L Zhou, J Zhang… - Wireless …, 2022 - Wiley Online Library
Making effective use of scarce spectrum resources, along with efficient computational
performance, is one of the key challenges for future wireless networks. To tackle this issue …

Dynamic spectrum access for multimedia transmission over multi-user, multi-channel cognitive radio networks

XL Huang, XW Tang, F Hu - IEEE Transactions on Multimedia, 2019 - ieeexplore.ieee.org
The optimal spectrum access strategy is investigated for multi-user multi-channel scenario in
cognitive radio networks. At first, an online learning method based on Dirichlet Process is …

Cognitive radio spectrum sensing and prediction using deep reinforcement learning

SQ Jalil, S Chalup, MH Rehmani - 2021 International Joint …, 2021 - ieeexplore.ieee.org
In this paper, we propose to use deep reinforcement learning (DRL) for the task of
cooperative spectrum sensing (CSS) in a cognitive radio network. We selected a recently …

[引用][C] A novel channel access algorithm based on clusters and MAB model in cognitive vehicular network

P Fei, Z Guoan, Y Yuqi - Telecommunications Science, 2016

[引用][C] On-demand cooperative spectrum sensing and channel allocation in cognitive wireless networks

BG Li, YA Liu, KM Liu - Journal of …, 2011 - … , PO Box 399 Beijing 100044 China

Dynamic Spectrum Access Scheme of Joint Power Control in Underlay Mode Based on Deep Reinforcement Learning

X Chen, X Xie, Z Shi, Z Fan - 2020 IEEE/CIC International …, 2020 - ieeexplore.ieee.org
With the increasing complexity of wireless networks and the increasing shortage of spectrum
resources, a novel dynamic spectrum access (DSA) solution is urgently needed. For …

A novel game theoretic approach for market-driven dynamic spectrum access in cognitive radio networks

B Igried, A Alsarhan, A Sawalmeh, M Anan… - Wireless …, 2023 - Springer
Current cutting-edge solutions to the spectrum shortage problem are unable to meet the
growing demand for a limited spectrum. A key dimension beyond state-of-the-art solutions is …

On the performance of cognitive internet-of-vehicles with unlicensed user-mobility and licensed user-activity

DB Rawat, R Alsabet, C Bajracharya, M Song - Computer Networks, 2018 - Elsevier
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 …