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Spectrum Sensing Exploiting Guard Bands and Weak Channels

机译:频谱感应利用保护频带和弱信道

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We address the problem of primary user detection in Cognitive Radio from a wideband signal comprising multiple primary channels, exploiting a priori knowledge about the primary network: channelization and spectral shape of primary transmissions. Using this second-order statistical information, a multichannel Gaussian model is formulated. In order to obtain a generalized likelihood ratio test, we first address maximum likelihood (ML) estimation of the power levels at the different channels, as well as of the noise variance. The ML conditions suggest a suboptimal closed-form estimate, which takes the form of a constrained least squares estimator whose asymptotic efficiency is shown for flat bandpass spectra in white noise, a case of practical importance. The resulting detectors exploit those frequency bins corresponding to guard bands and to primary channels perceived as weak to improve noise variance estimation. Analytical expressions for the probabilities of detection and false alarm are presented. Performance is evaluated via simulations in the setting of a terrestrial TV primary network with realistic channelization parameters.
机译:我们利用有关主要网络的先验知识:主要传输的信道化和频谱形状,从包含多个主要信道的宽带信号中解决认知无线电中主要用户检测的问题。使用该二阶统计信息,制定了多通道高斯模型。为了获得广义似然比测试,我们首先要解决不同信道上功率电平以及噪声方差的最大似然(ML)估计。 ML条件建议采用次优闭合形式的估计,该形式采用约束最小二乘估计器的形式,对于白噪声中的平坦带通谱,其渐近效率已显示出来,这在实际中很重要。所得的检测器利用与防护带和被认为较弱的主要信道相对应的那些频点来改善噪声方差估计。给出了检测和虚警概率的解析表达式。通过模拟在具有实际信道化参数的地面电视主网络设置中评估性能。

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