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Beacon placement for range-based indoor localization

机译:基于范围的室内本地化的信标放置

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In this paper, we address the problem of range-based beacon placement given a floor plan to support indoor localization systems. Existing approaches for trilateration require three or more beacons to determine a unique position solution. We show that with prior knowledge of the map and a model of beacon coverage, it is possible to uniquely localize with only two beacons. This not only reduces installation cost by requiring fewer nodes, but can also improve robustness. One of the main challenges with respect to beacon placement algorithms is defining a metric for estimating performance. We propose augmenting the commonly used Geometric Dilution of Precision (GDOP) metric to account for indoor spaces. We then use this enhanced GDOP metric as part of a toolchain to compare various beacon placement algorithms in terms of coverage and expected accuracy. When applied to a set of real floor plans, our approach is able to reduce the number of beacons between 22% and 60% (33% on an average) as compared to standard trilateration.
机译:在本文中,我们解决了基于范围的信标放置问题,给出了支持室内定位系统的楼层。三边的现有方法需要三个或更多信标来确定独特的位置解决方案。我们表明,通过先验知识和信标覆盖的模型,可以只用两个信标唯一定位。这不仅通过需要更少的节点来降低安装成本,但也可以提高鲁棒性。关于信标放置算法的主要挑战之一是定义用于估计性能的度量。我们建议增强常用的电压稀释(GDOP)指标的常用几何稀释,以考虑室内空间。然后,我们将此增强的GDOP度量标准作为工具链的一部分,以比较覆盖范围和预期的准确性的各种信标放置算法。与标准三边相比,我们的方法能够减少22%至60%(平均33%)的信标数量。

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