基于模糊逻辑的认知无线电网络频谱感知

W. Ejaz, N. Hasan, Saleem Aslam, H. Kim
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引用次数: 40

摘要

为了成功部署动态频谱感知,认知无线电必须更准确地发现频谱的未利用部分。为了实现高可靠性的频谱感知,通常采用协同频谱感知,但仍有改进局部感知决策的余地。协作频谱感知提高了感知的可靠性,但代价是认知无线电用户之间的协作开销,通过改进局部频谱感知可以降低协作开销。文献中已经提出了几种用于主要用户检测的信号处理技术,但该领域的研究人员仍有空间探索更复杂的方法来提高传感效率。本文提出了一种两阶段局部频谱感知方法。在第一步,每个认知无线电执行现有的频谱感知技术,即能量检测,匹配滤波器检测和循环平稳检测。在第二阶段,使用模糊逻辑组合步骤1中采用的每种技术的输出,以最终确定主用户是否存在。该方法具有较高的检测概率和较低的误报率,显著提高了传感精度。
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Fuzzy Logic Based Spectrum Sensing for Cognitive Radio Networks
It is inevitable for cognitive radio to find unutilized portion of the spectrum more accurately for successful deployment of dynamic spectrum sensing. To achieve highly reliable spectrum sensing, usually cooperative spectrum sensing is employed but still there is a margin to improve local sensing decisions. Cooperative spectrum sensing improves reliability of sensing at the cost of cooperation overhead among cognitive radio users, which can be reduced by improving local spectrum sensing. Several signal processing techniques for primary user detection have been proposed in literature but still there is room for researchers in this field to explore more sophisticated approaches to enhance sensing efficiency. This paper proposes a two stage local spectrum sensing approach. In first step, each cognitive radio perform existing spectrum sensing techniques i.e. energy detection, matched filter detection and cyclostationary detection. While in second stage, the output from each technique employed in step 1 is combined using fuzzy logic to ultimately decide about the presence or absence of primary user. The proposed approach shows significant improvement in sensing accuracy by exhibiting higher probability of detection and low false alarms.
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