基于多天线glrt的认知无线电频谱感知优化

Yibo He, T. Ratnarajah, E. G. Yousif, J. Xue, M. Sellathurai
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引用次数: 1

摘要

本文从决策阈值和感知时间两个方面研究了基于广义似然比检验(GLRT)特征值的频谱感知检测器的优化问题。为了同时保证主、次用户的利益,采用总错误率,即虚警和漏检概率的总和来评估传感性能。因此,在主用户不存在和主用户存在的情况下,假设接收天线的数量是任意的,推导了测试统计量的广义统计分布。这些分布是分析总错误率性能和优化所必需的。优化包括两个部分。首先,数值求出最优决策阈值,在虚警和漏检目标概率约束下使总错误率最小;其次,在保证目标总误差率的情况下,获得最优感知时间,在不损失感知精度的前提下,加快频谱感知过程;仿真和理论结果表明,所选择的最优决策阈值使主、次用户同时受益,所选择的最优感知时间提高了频谱感知的速度。
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Optimization of multi-antenna GLRT-based spectrum sensing for cognitive radio
This paper investigates the optimization of the generalized likelihood ratio test (GLRT) eigenvalue-based spectrum sensing detector in terms of decision thresholds and sensing time. In order to guarantee the interests of primary and secondary users simultaneously, the sensing performance is assessed using the total error rate, i.e., the summation of probabilities of false alarm and missed detection. Therefore, the generalized statistical distributions of the test statistic are derived under the absence and presence of primary users, assuming an arbitrary number of receive antennas. These distributions are necessary for the analyses of the total error rate performance and the optimization. The optimization consists of two parts. Firstly, the optimal decision threshold is numerically obtained, which can minimize the total error rate under the constraints of target probabilities of false alarm and missed detection. Secondly, the optimal sensing time is obtained when a target total error rate is guaranteed, so that the spectrum sensing process can be accelerated without the loss of sensing accuracy. Furthermore, the simulation and theoretical results reveal that the chosen optimal decision thresholds benefit the primary and secondary users simultaneously and the chosen optimal sensing time improves the speed of spectrum sensing.
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