Entropy-based Spectrum Sensing under Symmetric Alpha Stable Impulsive Noise

被引:0
|
作者
Halaki, Arati [1 ,2 ]
Manohar, C. A. [1 ]
Gurugopinath, Sanjeev [1 ,2 ]
Muralishankar, R. [3 ]
机构
[1] PES Univ, Dept Elect & Commun Engn, Bengaluru 560085, India
[2] PES Univ, PES Ctr Intelligent Syst, Bengaluru 560085, India
[3] CMR Inst Technol, Dept Elect & Commun Engn, Bengaluru 560037, India
关键词
COGNITIVE RADIO; ENERGY DETECTION; PERFORMANCE;
D O I
10.1109/wispnet45539.2019.9032873
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We propose a novel spectrum sensing algorithm based on the differential entropy under symmetric alpha stable impulsive noise, in contrary to the several existing algorithms where the Gaussian noise is assumed. The need for a nonGaussian noise model for spectrum sensing stems from the observation that the tails of probability density function of receiver noise are typically heavier that that of Gaussian. The proposed method employs a goodness-of-fit test based on an estimate of the entropy in the observations, compares this decision statistic to a threshold chosen based on a given level on the probability of false-alarm, and decides in the favor of the presence of the incumbent when this statistic exceeds a threshold. Through Monte Carlo simulations, we study the performance of the proposed method and show that it outperforms the matched filter-based detector and the energy detector in practical scenarios.
引用
收藏
页码:140 / 145
页数:6
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