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Measuring the Uncertainty of Probabilistic Maps Representing Human Motion for Indoor Navigation

机译:测量代表人类运动的概率地图的不确定性

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摘要

Indoor navigation and mapping have recently become an important field of interest for researchers because global navigation satellite systems (GNSS) are very often unavailable inside buildings. FootSLAM, a SLAM (Simultaneous Localization and Mapping) algorithm for pedestrians based on step measurements, addresses the indoor mapping and positioning problem and can provide accurate positioning in many structured indoor environments. In this paper, we investigate how to compare FootSLAM maps via two entropy metrics. Since collaborative FootSLAM requires the alignment and combination of several individual FootSLAM maps, we also investigate measures that help to align maps that partially overlap. We distinguish between the map entropy conditioned on the sequence of pedestrian’s poses, which is a measure of the uncertainty of the estimated map, and the entropy rate of the pedestrian’s steps conditioned on the history of poses and conditioned on the estimated map. Because FootSLAM maps are built on a hexagon grid, the entropy and relative entropy metrics are derived for the special case of hexagonal transition maps. The entropy gives us a new insight on the performance of FootSLAM’s map estimation process.
机译:室内导航和映射最近成为研究人员的重要感兴趣领域,因为全球导航卫星系统(GNSS)在建筑物内部通常不可用。脚踏板基于阶梯测量的行人的SLAM(同时定位和映射)算法解决了室内映射和定位问题,可以在许多结构化室内环境中提供准确的定位。在本文中,我们调查如何通过两个熵度量进行比较脚踏板地图。由于协作的脚踏族需要对待几个单独的脚踏板的对齐和组合,我们还调查有助于对准部分重叠的地图的措施。我们区分地图熵在行人的姿势序列上,这是一种估计地图的不确定性的衡量标准,以及行人的步骤的熵率在估计地图上调节姿势历史和调节。由于脚踏板地图建立在六角形网格上,因此导出了六边形转换映射的特殊情况的熵和相对熵度量。熵为我们提供了对脚踏族地图估计过程的性能的新洞察。

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