高斯近似对认知无线电基于能量探测器的频谱感知精确测试统计量的有效性研究

Raza Umar, Mohamed Deriche, A. Sheikh
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引用次数: 5

摘要

认知无线电是一项新兴技术,它为未充分利用的频谱资源提供动态和机会性访问。由于能量检测计算复杂度低,且无需先验地了解主要传输特性即可识别频谱空洞,因此是目前应用最广泛的频谱感知方法。在本文中,我们讨论了使用高斯近似来精确测量能量检测器的测试统计量所面临的挑战。更重要的是,我们对高斯近似在实际传感场景下的有效性进行了深入分析。具体来说,当使用高斯近似代替精确的检验统计量时,除了观察到的样本数量外,信噪比的作用以及在所需的检测概率或允许的虚警率方面的性能约束也被突出。
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On the validity of Gaussian approximations to exact test statistics of energy detector based spectrum sensing for cognitive radios
Cognitive radio is an emerging technology which offers dynamic and opportunistic access to under utilized spectrum resources. Energy detection is the dominantly used spectrum sensing approach owing to its low computational complexity and ability to identify spectrum holes without requiring a priori knowledge of primary transmission characteristics. In this paper, we discuss the challenges in using the Gaussian approximation to the exact test statistics of energy detector. More importantly, we present an in depth analysis on the validity of the Gaussian approximation under practical sensing scenarios. Specifically, in addition to the number of observed samples, the roles of signal to noise ratio and performance constraints in terms of required probability of detection or allowed false-alarm rate are highlighted when the Gaussian approximation is used instead of the exact test statistics.
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