A NLLS based sub-nyquist rate spectrum sensing for wideband cognitive radio

Moslem Rashidi, K. Haghighi, Ashkan Panahi, M. Viberg
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引用次数: 36

Abstract

For systems and devices, such as cognitive radio and networks, that need to be aware of available frequency bands, spectrum sensing has an important role. A major challenge in this area is the requirement of a high sampling rate in the sensing of a wideband signal. In this paper a wideband spectrum sensing method is presented that utilizes a sub-Nyquist sampling scheme to bring substantial savings in terms of the sampling rate. The correlation matrix of a finite number of noisy samples is computed and used by a non-linear least square (NLLS) estimator to detect the occupied and vacant channels of the spectrum. We provide an expression for the detection threshold as a function of sampling parameters and noise power. Also, a sequential forward selection algorithm is presented to find the occupied channels with low complexity. The method can be applied to both correlated and uncorrelated wideband multichannel signals. A comparison with conventional energy detection using Nyquist-rate sampling shows that the proposed scheme can yield similar performance for SNR above 4 dB with a factor of 3 smaller sampling rate.
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基于NLLS的宽带认知无线电亚奈奎斯特速率频谱感知
对于需要了解可用频带的系统和设备,例如认知无线电和网络,频谱传感具有重要作用。该领域的一个主要挑战是对宽带信号检测的高采样率的要求。本文提出了一种宽带频谱传感方法,该方法利用亚奈奎斯特采样方案,大大节省了采样率。计算有限数量的噪声样本的相关矩阵,并使用非线性最小二乘估计器来检测频谱的已占用信道和空信道。我们给出了检测阈值作为采样参数和噪声功率的函数的表达式。同时,提出了一种低复杂度的顺序前向选择算法来寻找被占用的信道。该方法适用于相关和不相关的宽带多通道信号。与使用奈奎斯特率采样的传统能量检测方法的比较表明,该方法可以在4 dB以上的信噪比下获得相似的性能,而采样率要小3倍。
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TRUMP: Supporting efficient realization of protocols for cognitive radio networks Why the caged cognitive radio sings Towards characterizing primary usage in cellular networks: A traffic-based study Spatio-temporal spectrum holes and the secondary user A NLLS based sub-nyquist rate spectrum sensing for wideband cognitive radio
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