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A Statistical Characterization of Localization Performance in Wireless Networks

机译:无线网络中定位性能的统计特征   网络

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摘要

Localization performance in wireless networks has been traditionallybenchmarked using the Cramer-Rao lower bound (CRLB), given a fixed geometry ofanchor nodes and a target. However, by endowing the target and anchor locationswith distributions, this paper recasts this traditional, scalar benchmark as arandom variable. The goal of this work is to derive an analytical expressionfor the distribution of this now random CRLB, in the context ofTime-of-Arrival-based positioning. To derive this distribution, this work first analyzes how the CRLB isaffected by the order statistics of the angles between consecutiveparticipating anchors (i.e., internodal angles). This analysis reveals anintimate connection between the second largest internodal angle and the CRLB,which leads to an accurate approximation of the CRLB. Using this approximation,a closed-form expression for the distribution of the CRLB, conditioned on thenumber of participating anchors, is obtained. Next, this conditioning is eliminated to derive an analytical expression forthe marginal CRLB distribution. Since this marginal distribution accounts forall target and anchor positions, across all numbers of participating anchors,it therefore statistically characterizes localization error throughout anentire wireless network. This paper concludes with a comprehensive analysis ofthis new network-wide-CRLB paradigm.
机译:在给定固定节点几何形状和目标的情况下,传统上使用Cramer-Rao下限(CRLB)来提高无线网络的定位性能。然而,通过赋予目标和锚点位置分布,本文将这种传统的标量基准重新定义为随机变量。这项工作的目的是在基于到达时间的定位的背景下,得出此随机CRLB分布的解析表达式。为了获得这种分布,这项工作首先分析了连续参与的锚之间的角度(即节间角)的阶次统计量如何影响CRLB。该分析揭示了第二大节间角与CRLB之间的紧密联系,这导致了CRLB的精确近似。使用这种近似,以参与锚的数量为条件,获得CRLB分布的闭式表达式。接下来,消除这种条件以得出边缘CRLB分布的解析表达式。由于这种边缘分布说明了所有目标锚点的所有目标和锚点位置,因此,它统计地表征了整个整个无线网络中的定位误差。本文以对这种新的全网络CRLB范式的综合分析作为结束。

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