JOURNAL ARTICLE

Feasibility of maximum eigenvalue cooperative spectrum sensing based on Cholesky factorisation

Fuhui ZhouNorman C. BeaulieuZan LiJiangbo Si

Year: 2016 Journal:   IET Communications Vol: 10 (2)Pages: 199-206   Publisher: Institution of Engineering and Technology

Abstract

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 by Cholesky decomposition is used as a test statistic. Analytical expressions for the false alarm probability and the decision threshold are derived. The effects of noise uncertainty on the ME SS algorithm and on the Cholesky ME cooperative SS scheme are assessed. It is proved that the proposed SS scheme is more robust than the conventional ME SS scheme in terms of noise uncertainty. Simulation results show that the performance of the proposed scheme is better than that of existing ME SS scheme in some conditions.

Keywords:
Cholesky decomposition Minimum degree algorithm QR decomposition False alarm Eigenvalues and eigenvectors Eigendecomposition of a matrix Mathematics Matrix decomposition Covariance matrix Algorithm Spectrum (functional analysis) Noise (video) Matrix (chemical analysis) Scheme (mathematics) Applied mathematics Computer science Mathematical optimization Incomplete Cholesky factorization Statistics Artificial intelligence

Metrics

16
Cited By
2.38
FWCI (Field Weighted Citation Impact)
18
Refs
0.90
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Blind Source Separation Techniques
Physical Sciences →  Computer Science →  Signal Processing
Cognitive Radio Networks and Spectrum Sensing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Distributed Sensor Networks and Detection Algorithms
Physical Sciences →  Computer Science →  Computer Networks and Communications

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