DocumentCode
265775
Title
A nonparametric approach for spectrum sensing using bootstrap techniques
Author
Qi Huang ; Pei-Jung Chung ; Thompson, John
Author_Institution
Inst. for Digital Commun., Univ. of Edinburgh, Edinburgh, UK
fYear
2014
fDate
8-12 Dec. 2014
Firstpage
851
Lastpage
856
Abstract
This paper deals with the blind spectrum sensing problem for arbitrary noise. The majority of current methods consider the Gaussian noise. However, this assumption cannot model the impulsive noise due to the artificial source. In this paper, we remove the requirement on Gaussianity and propose a detection method based on the bootstrap technique. By using multiple receiving antennas, the proposed detector exploits the eigenstructure of sample covariance matrix. Since there is no closed-form expression for the joint distribution of eigenvalues, the nonparametric bootstrap resampling is applied to estimate the null distribution of the test statistic. Simulation results show that the proposed detector performs well in different noise types and a performance gain can be expected when the noise is non-Gaussian.
Keywords
Gaussian noise; antenna radiation patterns; cognitive radio; covariance matrices; eigenvalues and eigenfunctions; impulse noise; nonparametric statistics; radio spectrum management; receiving antennas; signal detection; signal sampling; statistical distributions; Gaussian noise; arbitrary noise; artificial source; blind spectrum sensing problem; bootstrap technique; closed-form expression; cognitive radio; eigenvalue distribution; impulsive noise; multiple receiving antenna; nonparametric bootstrap resampling; sample covariance matrix eigenstructure; signal detection method; statistic null distribution estimation; Cognitive radio; Detectors; Eigenvalues and eigenfunctions; Signal to noise ratio; Testing; bootstrap; cognitive radio; non-Gaussian noise; signal detection; spectrum sensing;
fLanguage
English
Publisher
ieee
Conference_Titel
Global Communications Conference (GLOBECOM), 2014 IEEE
Conference_Location
Austin, TX
Type
conf
DOI
10.1109/GLOCOM.2014.7036915
Filename
7036915
Link To Document