Spectrum sensing for cognitive radio: Recent advances and future challenge

A Nasser, H Al Haj Hassan, J Abou Chaaya… - Sensors, 2021 - mdpi.com
Spectrum Sensing (SS) plays an essential role in Cognitive Radio (CR) networks to
diagnose the availability of frequency resources. In this paper, we aim to provide an in-depth …

Deep neural networks for spectrum sensing: a review

SN Syed, PI Lazaridis, FA Khan, QZ Ahmed… - IEEE …, 2023 - ieeexplore.ieee.org
As we advance towards 6G communication systems, the number of network devices
continues to increase resulting in spectrum scarcity. With the help of Spectrum Sensing (SS) …

Blockchain-based security enhancement and spectrum sensing in cognitive radio network

A Khanna, P Rani, TH Sheikh, D Gupta… - Wireless Personal …, 2022 - Springer
In recent times, wireless communication systems have been considered by a fixed spectrum
allocation policy, where administrative agencies provide wireless spectrum to licensees on a …

A Gaussian mixture model method for eigenvalue-based spectrum sensing with uncalibrated multiple antennas

S Majumder - Signal Processing, 2022 - Elsevier
In this article, a novel spectrum sensing technique for cognitive radio (CR) is proposed
where eigenvalues of the covariance matrix of the received signal are used as features for …

A Review of Research on Spectrum Sensing Based on Deep Learning

Y Zhang, Z Luo - Electronics, 2023 - mdpi.com
In recent years, with the rapid development in wireless communication and 5G networks, the
rapid growth in mobile users has been accompanied by an increasing demand for the …

[HTML][HTML] Deep learning-CT based spectrum sensing for cognitive radio for proficient data transmission in wireless sensor networks

EV Vijay, K Aparna - E-Prime-Advances in Electrical Engineering …, 2024 - Elsevier
Spectrum sensing is a vital element of cognitive radio networks. It's the basis for unlicensed
users to access underutilized bands without disturbing licensed or primary users (PUs) …

Fuzzy logic, genetic algorithms, and artificial neural networks applied to cognitive radio networks: A review

A Alkhayyat, F Abedi, A Bagwari… - International …, 2022 - journals.sagepub.com
Cognitive radios are expected to play an important role in capturing the constantly growing
traffic interest on remote networks. To improve the usage of the radio range, a cognitive …

Denoised Jarque-Bera features-based K-Means algorithm for intelligent cooperative spectrum sensing

AA Radhi, HN Abdullah, HAR Akkar - Digital Signal Processing, 2022 - Elsevier
This paper aims to boost the blind perception performance of a cooperative spectrum
sensing system in a noisy environment. A novel intelligent centralized-cooperative spectrum …

Blockchain based spectrum sensing for secured cognitive radio wireless networks

V Roopa, HS Pradhan - 2022 IEEE 11th International …, 2022 - ieeexplore.ieee.org
A blockchain based security improvement as well as spectrum sensing technique is
proposed in this article for regulating the spectrum and identifying fraudulent users in the …

Hybrid cooperative spectrum sensing for improving cognitive power line communication systems

AS Menezes, YF Coutinho, MV Ribeiro - Computers and Electrical …, 2022 - Elsevier
This paper introduces a hybrid cooperative spectrum sensing technique that exploits the
existing diversity between power line and wireless media with the purpose of improving …