[HTML][HTML] A comprehensive survey on spectrum sensing in cognitive radio networks: Recent advances, new challenges, and future research directions

Y Arjoune, N Kaabouch - Sensors, 2019 - mdpi.com
Cognitive radio technology has the potential to address the shortage of available radio
spectrum by enabling dynamic spectrum access. Since its introduction, researchers have …

Intelligent spectrum management based on reinforcement learning schemes in cooperative cognitive radio networks

A Kaur, K Kumar - Physical Communication, 2020 - Elsevier
Abstract Cognitive Radio (CR) and Cooperative Communication provide key technologies
for efficient utilization of available unused spectrum bands (called resources) to achieve a …

Deep Learning Techniques for Cooperative Spectrum Sensing Under Generalized Fading Channels

PB Muthukumar, B Samudhyatha… - 2022 International …, 2022 - ieeexplore.ieee.org
We consider the cooperative spectrum sensing problem in cognitive radios as a deep
learning-based classification problem, under generalized fading scenarios. In particular, we …

5G cognitive radio networks using reliable hybrid deep learning based on spectrum sensing

V Mohanakurup, VS Baghela, S Kumar… - Wireless …, 2022 - Wiley Online Library
Spectrum sensing is critical in allowing the cognitive radio network, which will be used in the
next generation of wireless communication systems. Several approaches, including …

Convergence of mobile broadband and broadcast services: A cognitive radio sensing and sharing perspective

K Rapetswa, L Cheng - Intelligent and Converged Networks, 2020 - ieeexplore.ieee.org
With next generation networks driving the confluence of multi-media, broadband, and
broadcast services, Cognitive Radio (CR) networks are positioned as a preferred paradigm …

Machine learning approaches for spectrum management in cognitive radio networks

AM Mikaeil - Machine Learning-Advanced Techniques and …, 2018 - books.google.com
Cognitive radio (CR) provides a better way for utilization of spectrum resource by introducing
an opportunistic usage of the frequency bands that are not heavily occupied by a licensed …

Towards energy efficient cooperative spectrum sensing in cognitive radio networks

S Althunibat - 2014 - eprints-phd.biblio.unitn.it
Cognitive radio has been proposed as a promising technology to resolve the spectrum
scarcity problem by dynamically exploiting underutilized spectrum bands. Cognitive radio …

Big RF data assisted cognitive radio network coexistence in 3.5 GHz band

O Omotere, L Qian, R Jantti, M Pan… - 2017 26th International …, 2017 - ieeexplore.ieee.org
In this paper, big Radio Frequency (RF) data assisted optimization is considered for future
wireless networks employing cognitive radio technology with machine learning capability. A …

Sensing coverage-based cooperative spectrum detection in cognitive radio networks

J Kim, JP Choi - IEEE Sensors Journal, 2019 - ieeexplore.ieee.org
With the advancement of the Internet of Things (IoT), conventional principles of spectrum
allocation cannot mitigate spectrum depletion so that a cognitive radio technology is …

Cognitive radio networks channel state estimation using machine learning techniques

D Tarek, A Benslimane, M Darwish… - 2019 15th International …, 2019 - ieeexplore.ieee.org
In interweave Cognitive Radio Networks (CRNs), monitoring the spectrum to detect unused
portions (holes) is done by the spectrum sensing function however, it consumes both time …