Performance of machine learning-based techniques for spectrum sensing in mobile cognitive radio networks

MA Abusubaih, S Khamayseh - IEEE Access, 2021 - ieeexplore.ieee.org
Communication technologies are evolving drastically in recent years. However, the scarcity
of spectrum began to appear with the accelerating usage of various communication …

Cooperative spectrum sensing in cognitive radio networks: A survey on machine learning-based methods

S Khamayseh, A Halawani - Journal of Telecommunications and Information …, 2020 - jtit.pl
The continuous growth of demand experienced by wireless networks creates a spectrum
availability challenge. Cognitive radio (CR) is a promising solution capable of overcoming …

Ensemble classifier based spectrum sensing in cognitive radio networks

HB Ahmad - Wireless Communications and Mobile Computing, 2019 - Wiley Online Library
Spectrum sensing is one of the most important and challenging tasks in cognitive radio. To
develop methods of dynamic spectrum access, robust and efficient spectrum sensors are …

[PDF][PDF] Spectrum sensing in cognitive radio networks: QoS considerations

N Giweli, S Shahrestani, H Cheung - Proceedings of Seventh …, 2015 - csitcp.com
The rapidly growing number of wireless communication devices has led to massive
increases in radio traffic density, resulting in a noticeable shortage of available spectrum. To …

Progression on spectrum sensing for cognitive radio networks: A survey, classification, challenges and future research issues

MS Gupta, K Kumar - Journal of Network and Computer Applications, 2019 - Elsevier
It is widely believed that the advances of networking technologies will reshape the future of
telecommunication system. The continuous growth in data traffic originated by mobile users …

[HTML][HTML] Spectrum sensing in cognitive radio networks: threshold optimization and analysis

K Koçkaya, I Develi - EURASIP Journal on Wireless Communications and …, 2020 - Springer
Cognitive radio is a technology developed for the effective use of radio spectrum sources.
The spectrum sensing function plays a key role in the performance of cognitive radio …

Spectrum sensing methods for cognitive radio networks: a review

L Claudino, T Abrao - Wireless Personal Communications, 2017 - Springer
The main spectrum sensing (SS) techniques suitable for cognitive radio networks (CRNs)
such as energy, matched filter, covariance and Hadamard ratio-based detectors are …

Reliable machine learning based spectrum sensing in cognitive radio networks

HA Shah, I Koo - Wireless Communications and Mobile …, 2018 - Wiley Online Library
Spectrum sensing is of crucial importance in cognitive radio (CR) networks. In this paper, a
reliable spectrum sensing scheme is proposed, which uses K‐nearest neighbor, a machine …

Advances on spectrum sensing for cognitive radio networks: Theory and applications

A Ali, W Hamouda - IEEE communications surveys & tutorials, 2016 - ieeexplore.ieee.org
Due to the under-utilization problem of the allocated radio spectrum, cognitive radio (CR)
communications have recently emerged as a reliable and effective solution. Among various …

Spectrum sensing in cognitive radio networks: potential challenges and future perspective

S Pandit, G Singh, S Pandit, G Singh - Spectrum Sharing in Cognitive …, 2017 - Springer
Due to the huge number of diverse wireless devices and technologies, spectacular
increases in the number of wireless subscribers, advent of new applications and continuous …