Further results on area under the ROC curve of energy detectors over generalized fading channels

S. Alam, O. Odejide, O. Olabiyi, A. Annamalai
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引用次数: 24

Abstract

A simple measurement to analyze the signal detector's performance is desirable. Although, receiver operating characteristic (ROC) curve has long been used for characterizing system performance, area under the ROC curve (AUC) measurement provides meaningful insights of the system performance. Signal detector's performance can be characterized simply by average AUC, since average AUC varies from 0.5 to 1. In the worst case scenario, the detector's performance can be no less than 0.5 and the best can be 1. In this paper simple expression of average AUC is developed based on the kth order derivative of the moment generating function (MGF) over the generalized fading channels for no-diversity and several diversity cases. Simplified expressions are derived for maximum ratio combing (MRC), square-law combing (SLC) diversity schemes and a simple CDF based single integral expression is developed for selection combining (SC) technique. Examples are given considering the Nakagami-m and Rice channels. Our approaches are simple and analytical results are even shown using the half integer bandwidth-time product (u) and the half integer Nakagami-m fading index. Different factors affecting energy sensing has been analyzed, which can be readily used for other applications such as cognitive radio.
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广义衰落信道上能量检测器ROC曲线下面积的进一步结果
需要一种简单的测量方法来分析信号检测器的性能。虽然接受者工作特征(ROC)曲线长期以来一直用于表征系统性能,但ROC曲线下面积(AUC)测量提供了对系统性能有意义的见解。信号检测器的性能可以简单地用平均AUC来表征,因为平均AUC在0.5到1之间变化。在最坏的情况下,检测器的性能可以不小于0.5,最好的情况下可以为1。本文基于广义衰落信道上无分集和几种分集情况下矩源函数(MGF)的k阶导数,给出了平均AUC的简单表达式。推导了最大比值梳理(MRC)和平方律梳理(SLC)分集方案的简化表达式,并针对选择组合(SC)技术提出了基于CDF的简单单积分表达式。给出了考虑中川和赖斯通道的例子。我们的方法很简单,使用半整数带宽时间积(u)和半整数Nakagami-m衰落指数甚至可以得到分析结果。分析了影响能量传感的不同因素,可以很容易地用于其他应用,如认知无线电。
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