Blind spectrum sensing approaches for interweaved cognitive radio system: A tutorial and short course

F Awin, E Abdel-Raheem, K Tepe - … Communications Surveys & …, 2018 - ieeexplore.ieee.org
Spectrum sensing is one of the essential tasks to have a cognitive radio system, which will
allow an unlicensed user, called secondary user, to utilize the spectrum while the licensed …

Random matrix theory in statistics: A review

D Paul, A Aue - Journal of Statistical Planning and Inference, 2014 - Elsevier
We give an overview of random matrix theory (RMT) with the objective of highlighting the
results and concepts that have a growing impact in the formulation and inference of …

PCA in high dimensions: An orientation

IM Johnstone, D Paul - Proceedings of the IEEE, 2018 - ieeexplore.ieee.org
When the data are high dimensional, widely used multivariate statistical methods such as
principal component analysis can behave in unexpected ways. In settings where the …

Spectrum sensing in the presence of multiple primary users

L Wei, O Tirkkonen - IEEE Transactions on Communications, 2012 - ieeexplore.ieee.org
We consider multi-antenna cooperative spectrum sensing in cognitive radio networks, when
there may be multiple primary users. A detector based on the spherical test is analyzed in …

On the signal-to-noise ratio wall of energy detection in spectrum sensing

LDS Costa, DA Guimaraes, BF Uchôa-Filho - IEEE Access, 2022 - ieeexplore.ieee.org
In this paper, a comprehensive analysis of the signal-to-noise ratio wall (SNRw) of cognitive
radio (CR)-based non-cooperative spectrum sensing (nCSS) and cooperative spectrum …

Pietra-Ricci index detector for centralized data fusion cooperative spectrum sensing

DA Guimaraes - IEEE Transactions on Vehicular Technology, 2020 - ieeexplore.ieee.org
The Pietra-Ricci index is often used in economic and social sciences as a measure of
inequality. In this Correspondence, the index is adapted to the cooperative spectrum …

Robust test statistic for cooperative spectrum sensing based on the Gerschgorin circle theorem

DA Guimarães - IEEE Access, 2017 - ieeexplore.ieee.org
The Gerschgorin circle theorem was recently applied to build two detectors for the purpose
of spectrum sensing in cognitive radio applications, the so-called Gerschgorin radius-based …

SNR estimation for multi-dimensional cognitive receiver under correlated channel/noise

SK Sharma, S Chatzinotas… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
In addition to Spectrum Sensing (SS) capability required by a Cognitive Radio (CR), Signal
to Noise Ratio (SNR) estimation of the primary signals at the CR receiver is crucial in order …

Gini index inspired robust detector for spectrum sensing over Ricean channels

DA Guimarães - Electronics Letters, 2019 - Wiley Online Library
The Gini index is a statistical dispersion metric widely used in economic and social sciences
to measure inequalities. In this Letter, it is used to build the novel Gini index detector (GID) …

Extreme eigenvalues-based detectors for spectrum sensing in cognitive radio networks

W Zhao, SS Ali, M Jin, G Cui, N Zhao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This paper focuses on the design of the optimal or near-optimal detector resorting to extreme
eigenvalues. A general framework for detector design involving model-driven and data …