Performance evaluation of cooperative spectrum sensing over fading channels based on neural network learning approach

R Mustafa, RR Jaglan, S Agrawal - Proceedings of 2nd International …, 2019 - Springer
Cognitive Radio (CR) is a promising technique for effective utilization of the radio spectrum.
Detection accuracy is compromised when a network user experiences fading and …

[PDF][PDF] Hard decision based cooperative spectrum sensing over different fading channel in cognitive radio

MS Hossain, SMB Haque, MI Abdullah… - International Journal of …, 2013 - researchgate.net
Spectrum sensing is the key component of cognitive radio technology. However, detection is
compromised when a user experiences shadowing or fading effects. In such cases, user …

Probability of detection analysis in fading and nonfading scenario using cooperative sensing technique

M Sharma, P Chauhan, N Sarma - Proceedings of the International …, 2018 - Springer
In the field of cognitive radio network (CRN), spectrum sensing is one of the major function to
detect the free spectrum band, for opportunistic use by cognitive radio (CR) users. However …

Decision‐fusion‐based reliable CSS scheme in CR networks

R Mustafa, RR Jaglan, S Agrawal - IET Communications, 2019 - Wiley Online Library
Cognitive radio (CR) is a rapidly growing technology that can be employed to effectively
utilise the radio spectrum. The detection accuracy of the CR user is compromised when a …

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 …

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 …

Eigenvalue fusion-based machine learning approach for cooperative spectrum sensing in cognitive radio

R Yelalwar, Y Ravinder - International Journal of Computer …, 2022 - inderscienceonline.com
Spectrum sensing is the most critical and fundamental function of the cognitive radio (CR) for
dynamic spectrum usage. Machine learning (ML) techniques that allow CRs to learn the …

An efficient adaptive fusion scheme for cooperative spectrum sensing in cognitive radios over fading channels

G Loganathan, G Padmavathi… - International …, 2014 - ieeexplore.ieee.org
Cognitive Radio is a novel technology that can potentially improve the utilization efficiency of
the radio spectrum by opportunistically using the unused frequency bands. Spectrum …

[PDF][PDF] Hard decision fusion based cooperative spectrum sensing in cognitive radio system

N Armi, NM Saad, M Arshad - ITB J. ICT, 2009 - researchgate.net
Cooperative spectrum sensing was proposed to combat fading, noise uncertainty,
shadowing, and even hidden node problem due to primary users (PUs) activity that is not …

[PDF][PDF] Performance of Cooperative spectrum sensing in Log-normal Shadowing and Fading under Fusion rules

S Nallagonda, SD Roy, S Kundu - International Journal of Energy …, 2012 - gvpress.com
The performance of a cognitive radio (CR) user is sometimes limited due to severe fading or
shadowing. In order to detect the primary user (PU) more accurately, we allow the CR users …