基于维数估计的认知无线电频谱感知性能研究

B. Zayen, A. Hayar
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引用次数: 1

摘要

在本文中,我们将使用赤池信息准则(AIC)和最小描述长度准则(MDL)推导出基于维度估计的检测器(DED)在给定阈值下的虚警概率的封闭表达式。具体来说,DED算法将被表述为使用AIC和MDL曲线的二元假设检验。基于所提出的统计检验,我们将使用二阶Tracy-Widom分布的累积密度函数(CDF)来表示固定阈值下DED算法的虚警概率。通过蒙特卡罗仿真验证了所推导的解析决策阈值,并将仿真结果与解析结果进行了比较,验证了理论结果。仿真结果与理论结果吻合较好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the performance of dimension estimation-based spectrum sensing for cognitive radio
In this paper, we will derive closed-form expressions of false alarm probabilities for a given threshold for the dimension estimation-based detector (DED) using Akaike information criterion (AIC) and the minimum description length (MDL) criterion. Specifically, the DED algorithm will be formulated as a binary hypothesis test using AIC and MDL curves. Based on the proposed statistic test, we will express the probability of false alarm of the DED algorithm for a fixed threshold using the cumulative density function (CDF) for the distribution of Tracy-Widom of order two. The derived analytical decision thresholds are verified with Monte-Carlo simulations and a comparison between simulation and analytical results to confirm the theoretical results are presented. These results confirm the very good match between simulation and theoretic results.
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