Wideband spectrum sensing based on coprime sampling

Shiyu Ren, Zhimin Zeng, Caili Guo, Xuekang Sun
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引用次数: 16

Abstract

In wideband compressive spectrum sensing, when the number of occupied subbands in the monitored wideband increases, the existing compressive sensing approaches have to raise the sampling rate to maintain a desired sensing performance. What is worse, that will add computational complexity of the following signal reconstruction. To overcome this issue, this paper proposes a novel wideband spectrum sensing approach based on time-domain coprime sampling. Our approach first estimates the power spectrum of the wideband signal by employing the coprime sampling scheme, then performs detection via a subband-bin energy detector. The cornerstone of our approach is that we can generate a Nyquist space sampled autocorrelation from the sub-Nyquist samples by implementing the coprime sampling scheme. Demonstrated by the simulations, our proposed wideband sensing approach has a better performance under high compression ratio and a better robustness against noise compared with the orthogonal matching pursuit (OMP). Also it is illustrated that our approach has the advantage over computational complexity by analyzing. Considering the merits synthetically, the novel wideband sensing approach adapts better to a higher bandwidth by comparision.
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基于同质采样的宽带频谱传感
在宽带压缩频谱感知中,当监测宽带中被占用的子带数量增加时,现有的压缩感知方法必须提高采样率以保持理想的感知性能。更糟糕的是,这将增加后续信号重构的计算复杂度。为了克服这一问题,本文提出了一种基于时域互质采样的宽带频谱感知方法。我们的方法首先通过采用协素数采样方案估计宽带信号的功率谱,然后通过子带bin能量检测器进行检测。该方法的基础是我们可以通过实现互素采样方案从子奈奎斯特样本生成奈奎斯特空间采样自相关。仿真结果表明,与正交匹配追踪(OMP)相比,本文提出的宽带传感方法在高压缩比下具有更好的性能和对噪声的鲁棒性。并通过分析说明了该方法在计算复杂度方面的优势。综合考虑其优点,通过比较,新型宽带传感方法能更好地适应更高的带宽。
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