Improved blind spectrum sensing by covariance matrix Cholesky decomposition and RBF-SVM decision classification at low SNRs

J Bao, J Nie, C Liu, B Jiang, F Zhu, J He - IEEE Access, 2019 - ieeexplore.ieee.org
An improved blind spectrum sensing scheme is established by the covariance matrix
Cholesky decomposition and radial basis function (RBF)-support vector machine (SVM) …

Subband energy based reduced complexity spectrum sensing under noise uncertainty and frequency-selective spectral characteristics

S Dikmese, PC Sofotasios, M Renfors… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
The present work proposes a subband energy detection method that performs efficiently
under noise uncertainty (NU) and frequency-selective channels. The critical impact of …

Feasibility of maximum eigenvalue cooperative spectrum sensing based on Cholesky factorisation

F Zhou, NC Beaulieu, Z Li, J Si - IET Communications, 2016 - Wiley Online Library
An efficient cooperative spectrum sensing (SS) scheme based on Cholesky decomposition
of the covariance matrix is proposed. The maximum eigenvalue (ME) of the matrix obtained …

Eigenvalue-based spectrum 'hole' detection for Nakagami-m fading channels with Gaussian and impulse noise

N Pillay, HJ Xu - IET communications, 2012 - IET
The detection of spectrum 'holes' is one of the primary tasks of a cognitive radio (CR). Blind
detection techniques using eigenvalues have attracted a great amount of interest because of …

A dual-threshold state analysis and fault location method for power system based on random matrix theory

J Zhang, D Wu - Nonlinear Dynamics, 2022 - Springer
Traditional single-threshold state analysis and fault location methods for power system still
need to improve in detection accuracy and applicability. In this paper, a dual-threshold state …

A blind weighted MUSIC based detection for spatial spectrum sensing

SS Ali, C Liu, J Liu, M **, SJ Yoo… - … on Information and …, 2017 - ieeexplore.ieee.org
State-of-the-art sensing methods only exploit three dimensions of the spectrum space:
frequency, time and geography whereas the angle dimension, that is, spatial spectrum …

Feasibly efficient cooperative spectrum sensing scheme based on Cholesky decomposition of the correlation matrix

Z Li, F Zhou, J Si, P Qi, L Guan - IET Communications, 2016 - Wiley Online Library
Cooperative spectrum sensing, proposed to improve the performance of spectrum sensing
in cognitive radio systems where there are multiple secondary users who can cooperatively …

Improved two-stage spectrum sensing for cognitive radio networks

F Wasonga, TO Olwal, A Abu-Mahfouz - Journal of Advanced …, 2019 - jstage.jst.go.jp
Cognitive radio employs an opportunistic spectrum access approach to ensure efficient
utilization of the available spectrum by secondary users (SUs). To allow SUs to access the …

Optimum number of secondary users in cooperative spectrum sensing methods based on random matrix theory

N Abdi, E Yazdian, AMD Hoseini - 2015 5th International …, 2015 - ieeexplore.ieee.org
Cognitive Radio is an opportunistic solution in wireless networks for optimal usage of
allocated spectrum and the most important part of cognitive radio is spectrum sensing. It has …

Spectrum sensing in cognitive radio networks: A survey

PTV Bhuvaneswari - Introduction to Cognitive Radio Networks …, 2016 - taylorfrancis.com
The scarcity of electromagnetic radio spectrum is due to its increasing usage day by day.
However, the allocated spectrum is underutilized due to the conventional approach of …