An energy-efficient spectrum-aware reinforcement learning-based clustering algorithm for cognitive radio sensor networks

I Mustapha, BM Ali, MFA Rasid, A Sali, H Mohamad - Sensors, 2015 - mdpi.com
It is well-known that clustering partitions network into logical groups of nodes in order to
achieve energy efficiency and to enhance dynamic channel access in cognitive radio …

Scalable and robust ANN based cooperative spectrum sensing for cognitive radio networks

RR Jaglan, R Mustafa, S Agrawal - Wireless Personal Communications, 2018 - Springer
Cognitive radio network (CRN) supports dynamic spectrum access addressing spectrum
scarcity issue experienced by today's wireless communication network. Sensing is an …

Combined fusion rules in cognitive radio networks using different threshold strategies

F Awin, N Salout, E Abdel-Raheem - Applied Sciences, 2019 - mdpi.com
Compromising the performance and overhead is a crucial factor in designing cognitive radio
networks (CRNs). One way to achieve this goal is to combine different fusion rules for a CRN …

Optimal linear weighted cooperative spectrum sensing for clustered-based cognitive radio networks

H Ye, J Jiang - EURASIP Journal on Wireless Communications and …, 2021 - Springer
The lack of spectrum resources restricts the development of wireless communication
applications. In order to solve the problems of low spectrum utilization and channel …

Performance Analysis of Centralized Cooperative Schemes for Compressed Sensing

L Rugini, P Banelli - Sensors, 2024 - mdpi.com
This paper presents a performance analysis of centralized spectrum sensing based on
compressed measurements. We assume cooperative sensing, where unlicensed users …

A cooperative spectrum sensing scheme based on compressive sensing for cognitive radio networks

F Salahdine, E Ghribi, N Kaabouch - arXiv preprint arXiv:1912.04935, 2019 - arxiv.org
In this paper, a cooperative spectrum sensing scheme based on compressive sensing is
proposed. In this scheme, secondary users (SUs) are organized in clusters. In each cluster …

Performance analysis of new spectrum sensing scheme using multiantennas with multiuser diversity in cognitive radio networks

P Semba Yawada, M Trung Dong - … and Mobile Computing, 2018 - Wiley Online Library
The spectrum detection (SD) is a critical step in cognitive radio (CR) to identify the available
spectrum and avoid interference and harm to primary users (PUs). Nonetheless, the …

A comparative analysis of different outlier detection techniques in cognitive radio networks with malicious users

A Ahmed, MS Khan, N Gul, I Uddin… - Wireless …, 2020 - Wiley Online Library
In a cognitive radio (CR), opportunistic secondary users (SUs) periodically sense the
primary user's (PU's) existence in the network. Spectrum sensing of a single SU is not …

Artificial Neural Network Based Spectrum Sensing in Wireless Regional Area Network

S Jain, AK Yadav, R Kumar, IK Shah, P Kumar… - IEEE …, 2024 - ieeexplore.ieee.org
In recent development and improvement of wireless communication system, the cognitive
radio (CR) is a potential approach to utilize spectrum efficiently. Spectrum sensing technique …

Optimisation of cooperative spectrum sensing via optimal power allocation in cognitive radio networks

A Ostovar, Z Chang - IET Communications, 2017 - Wiley Online Library
To detect the presence of primary users, spectrum sensing is considered as one of the most
important and basic functions of cognitive radio. To improve the detection probability in …