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A novel two stage improved spectrum sensing for cognitive radio systems

机译:用于认知无线电系统的新型两阶段改进频谱感测

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In this paper, we present a novel two stage detector for spectrum sensing using fuzzy logic. The first stage consists of classical Energy detector which is preferred approach because of its simplicity. However its performance decreases at low SNR. Hence, second stage consisting of Fuzzy logic Detectoris invoked, if detection is failed by first stage. Implementation of Fuzzy logic helps in taking rational decision in uncertain conditions and improves the performance and accuracy. Fuzzy logic detector takes decision based on two new parameters which are calculated from estimated energy and estimated PSD of received signal. Numerical results show that proposed scheme improves performance by 20% at -9 dB when compared with two stage sensing using ED and cyclostationary based detection. Moreover, applicability of proposed scheme is independent of format or structure detection of Primary user signal whereas priori information about primary user signal is required for cyclostatonary based detection. Proposed scheme also gives comparable performance with MED and ADT based detector where multiple energy detectors were used at first stage. Thus our scheme gives the benefit of low complexity and cost since single and simple classical Energy detector is used a first stage.
机译:在本文中,我们提出了一种使用模糊逻辑进行频谱感测的新型两级检测器。第一阶段包括经典的能量探测器,由于其简单性,它是首选方法。但是,其性能在低SNR时会降低。因此,如果第一阶段检测失败,则调用第二阶段,包括模糊逻辑Detectoris。模糊逻辑的实现有助于在不确定条件下做出合理决策,并提高了性能和准确性。模糊逻辑检测器基于两个新参数做出决策,这两个新参数是根据接收信号的估计能量和估计PSD计算得出的。数值结果表明,与使用ED和基于循环平稳的检测的两阶段感测相比,​​该方案在-9 dB时的性能提高了20%。此外,所提出的方案的适用性与主要用户信号的格式或结构检测无关,而基于循环静态的检测需要关于主要用户信号的先验信息。提议的方案还可以提供与基于MED和ADT的探测器可比的性能,该探测器在第一阶段使用了多个能量探测器。因此,由于第一阶段使用单个和简单的经典能量探测器,因此我们的方案具有低复杂度和成本的优势。

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