Title :
Compressive SNR estimation for wideband cognitive radio under correlated scenarios
Author :
Sharma, Sanjay Kumar ; Chatzinotas, Symeon ; Ottersten, Bjorn
Author_Institution :
SnT - securityandtrust.lu, Univ. of Luxembourg, Luxembourg, Luxembourg
Abstract :
Estimating the Signal to Noise Ratio (SNR) of the Primary Users´ (PUs) signals over a wideband spectrum accurately is crucial in order to fully exploit an under-utilized primary spectrum using underlay Cognitive Radio (CR) techniques. In this context, we study an SNR estimation problem for a wideband CR under practical correlated scenarios in compressive settings. We carry out detailed theoretical analysis for the considered scenarios and then derive the expressions for the asymptotic eigenvalue probability distribution function (aepdf) of the measured signal´s covariance matrix using asymptotic Random Matrix Theory. Subsequently, based on the derived aepdfs, we present a technique to estimate the PU SNR over a wideband spectrum with compressive measurements. The performance of the proposed technique is evaluated in terms of normalized Mean Square Error (MSE) and it is shown that the SNR of the PU signals over the wideband spectrum can be reliably estimated using the proposed technique.
Keywords :
broadband networks; cognitive radio; compressed sensing; covariance matrices; eigenvalues and eigenfunctions; mean square error methods; radio spectrum management; statistical distributions; AEPDF; CR technique; Compressive Sensing; MSE; asymptotic eigenvalue probability distribution function; asymptotic random matrix theory; compressive PU SNR estimation; correlated scenario; normalized mean square error method; primary user signal; signal covariance matrix; signal to noise ratio estimation; theoretical analysis; wideband cognitive radio; wideband spectrum; Correlation; Eigenvalues and eigenfunctions; Estimation; Signal to noise ratio; Transforms; Wideband; Cognitive Radio; Compressive Sensing; Random Matrix Theory; Signal to Noise Ratio Estimation;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2014 IEEE
Conference_Location :
Istanbul
DOI :
10.1109/WCNC.2014.6952155