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Maximum likelihood position estimation in ad-hoc networks using a dead reckoning approach

机译:使用航位推算方法的自组织网络中最大似然位置估计

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Classical multilateration techniques for position estimation assume direct connectivity between land-reference nodes with known fixed locations and a node whose location we want to estimate so that range, and angle of arrival estimates can be readily obtained using channel observations. In the case of Ad-Hoc networking a mobile node may not have direct connectivity to any or some land-reference nodes and these multilateration techniques will be difficult to apply. This work uses a dead reckoning approach to derive a multihop maximum likelihood multilateration scheme based on connectivity between several land-reference nodes and a node of interest via multiple intermediate links. Performance of the proposed location estimation scheme is analyzed, via simulations, with respect to the number of available reference nodes, time and angle of arrival estimation accuracy at each node, node transmission range, and node density in the network. The algorithm is shown to outperform linearized multilateration techniques and to become insensitive to knowledge of nuisance parameters as the number of available land-references increases.
机译:用于位置估计的经典多边技术假定具有已知固定位置的土地参考节点与我们要估计其位置的节点之间具有直接连通性,以便可以使用通道观测值轻松获得范围和到达角估计。在Ad-Hoc联网的情况下,移动节点可能没有与任何或某些陆地参考节点的直接连接,并且这些多边技术将难以应用。这项工作使用航位推算方法,基于多个陆地参考节点和感兴趣的节点之间通过多个中间链接的连通性,得出多跳最大似然多边定位方案。通过仿真,针对可用参考节点的数量,每个节点的到达时间和角度估计精度,节点传输范围以及网络中的节点密度,通过仿真分析了所建议的位置估计方案的性能。该算法的性能优于线性化多边测量技术,并且随着可用土地参考数量的增加,对烦人参数的知识变得不敏感。

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