Robust Distributed Sensor Network Localization Based on Analysis of Flip Ambiguities

A. Kannan, B. Fidan, Guoqiang Mao
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引用次数: 42

Abstract

A major problem in wireless sensor network localization is erroneous local geometric realizations in some parts of the network due to the sensitivity to certain distance measurement errors, which may in turn affect the reliability of the localization of the whole or a major portion of the sensor network. This phenomenon is well-described using the notion of "flip ambiguity" in rigid graph theory. In a recent study by the coauthors, an initial formal geometric analysis of flip ambiguity problems has been provided. The ultimate aim of that study was to quantify the likelihood of flip ambiguities in arbitrary sensor neighborhood geometries. In this paper we propose a more general robustness criterion to detect flip ambiguities in arbitrary sensor neighborhood geometries in planar sensor networks. This criterion enhances the recent study by the coauthors by removing the assumptions of accurately knowing some inter- sensor distances. The established robustness criterion is found to be useful in two aspects: (a) Analyzing the effects of flip ambiguity and (b) Enhancing the reliability of the location estimates of the prevailing localization algorithms by incorporating this robustness criterion to eliminate neighborhoods with flip ambiguity from being included in the localization process.
基于翻转模糊分析的鲁棒分布式传感器网络定位
无线传感器网络定位的一个主要问题是,由于对某些距离测量误差的敏感性,导致网络某些部分的局部几何实现错误,进而影响整个或大部分传感器网络定位的可靠性。使用刚性图论中的“翻转模糊”概念很好地描述了这种现象。在最近的一项研究中,合作者提供了翻转歧义问题的初始形式化几何分析。该研究的最终目的是量化任意传感器邻域几何中翻转模糊的可能性。在本文中,我们提出了一种更通用的鲁棒性准则来检测平面传感器网络中任意传感器邻域几何中的翻转模糊性。该准则消除了准确知道某些传感器间距离的假设,增强了合著者最近的研究成果。所建立的鲁棒性准则在两个方面被发现是有用的:(a)分析翻转模糊的影响;(b)通过结合该鲁棒性准则来消除在定位过程中包含翻转模糊的邻域,从而提高当前定位算法的位置估计的可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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