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On Oversampling-Based Signal Detection A Pragmatic Approach

机译:基于过采样的信号检测的一种实用方法

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The availability of inexpensive devices allows nowadays to implement cognitive radio functionalities in large-scale networks such as the internet-of-things and future mobile cellular systems. In this paper, we focus on wideband spectrum sensing in the presence of oversampling, i.e., the sampling frequency of a digital receiver is larger than the signal bandwidth, where signal detection must take into account the front-end impairments of low-cost devices. Based on the noise model of a software-defined radio dongle, we address the problem of robust signal detection in the presence of noise power uncertainty and non-flat noise power spectral density (PSD). In particular, we analyze the receiver operating characteristic of several detectors in the presence of such front-end impairments, to assess the performance attainable in a real-world scenario. We propose new frequency-domain detectors, some of which are proven to outperform previously proposed spectrum sensing techniques such as, e.g., eigenvalue-based tests. The study shows that the best performance is provided by a noise-uncertainty immune energy detector (ED) and, for the colored noise case, by tests that match the PSD of the receiver noise.
机译:廉价设备的可用性使得当今可以在诸如物联网和未来的移动蜂窝系统的大规模网络中实现认知无线电功能。在本文中,我们将重点放在存在过采样的宽带频谱检测上,即数字接收器的采样频率大于信号带宽,其中信号检测必须考虑到低成本设备的前端损伤。基于软件定义的无线加密狗的噪声模型,我们解决了在存在噪声功率不确定性和非平坦噪声功率谱密度(PSD)的情况下鲁棒信号检测的问题。特别是,我们在存在此类前端损害的情况下分析了几个检测器的接收器工作特性,以评估在实际情况下可达到的性能。我们提出了新的频域检测器,其中一些被证明优于先前提出的频谱感测技术,例如基于特征值的测试。研究表明,噪声不确定免疫能量检测器(ED)可以提供最佳性能,对于彩色噪声情况,可以通过与接收器噪声PSD匹配的测试来提供最佳性能。

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