A greedy approach to beacon placement for localization

V. Rani, S. Raghavan
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引用次数: 5

Abstract

The need for location aware applications is increasing with the popularity of ubiquitous computing. Localization which is the process of estimating the location of a node is an important building block in these location aware applications. In a typical localization technique, beacons whose locations are known a priori, acts as reference in estimating the location of user nodes. It has been observed that the placement and density of these beacons have strong impact on the accuracy of localization. The intuitive approaches - uniform and dense beacon placement will not suffice in practical situations due to the presence of nonuniform obstructions and self interference of beacons which results in non-uniform signal propagation error. The effect of beacon density on localization error is characterized as decrease in error with increase in beacon density up to a point termed as threshold density and there after the effect is minimal. The number of beacons that will be in range at this threshold density is threshold degree muthresh. To address the problems of uniform and dense placement, we will present a novel beacon placement algorithm in this paper which uses greedy approach, to achieve threshold degree condition at all points and observed an improvement in accuracy over uniform placement.
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一种贪婪的定位信标放置方法
随着无处不在的计算的普及,对位置感知应用程序的需求正在增加。定位是估计节点位置的过程,是这些位置感知应用的重要组成部分。在典型的定位技术中,信标的位置是先验已知的,信标作为估计用户节点位置的参考。已经观察到这些信标的位置和密度对定位精度有很大的影响。由于存在不均匀的障碍物和信标的自干扰,导致信号传播误差不均匀,因此直观的方法——均匀和密集的信标放置在实际情况下是不够的。信标密度对定位误差的影响表现为误差随信标密度的增加而减小,直到达到一个称为阈值密度的点,此后影响最小。在此阈值密度范围内的信标数量为阈值度。为了解决均匀和密集放置的问题,本文将提出一种新的信标放置算法,该算法使用贪婪方法,在所有点上达到阈值度条件,并观察到比均匀放置精度的提高。
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