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Indoor Positioning System Based on Chest-Mounted IMU

机译:基于嵌入式IMU的室内定位系统

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Demand for indoor navigation systems has been rapidly increasing with regard to location-based services. As a cost-effective choice, inertial measurement unit (IMU)-based pedestrian dead reckoning (PDR) systems have been developed for years because they do not require external devices to be installed in the environment. In this paper, we propose a PDR system based on a chest-mounted IMU as a novel installation position for body-suit-type systems. Since the IMU is mounted on a part of the upper body, the framework of the zero-velocity update cannot be applied because there are no periodical moments of zero velocity. Therefore, we propose a novel regression model for estimating step lengths only with accelerations to correctly compute step displacement by using the IMU data acquired at the chest. In addition, we integrated the idea of an efficient map-matching algorithm based on particle filtering into our system to improve positioning and heading accuracy. Since our system was designed for 3D navigation, which can estimate position in a multifloor building, we used a barometer to update pedestrian altitude, and the components of our map are designed to explicitly represent building-floor information. With our complete PDR system, we were awarded second place in 10 teams for the IPIN 2018 Competition Track 2, achieving a mean error of 5.2 m after the 800 m walking event.
机译:关于基于位置的服务,对室内导航系统的需求已迅速增加。作为一种经济有效的选择,基于惯性测量单元(IMU)的行人航位推算(PDR)系统已经开发了多年,因为它们不需要在环境中安装外部设备。在本文中,我们提出了一种基于胸部安装IMU的PDR系统,将其作为紧身衣型系统的新型安装位置。由于IMU安装在上身的一部分上,因此零速度更新的框架无法应用,因为没有零速度的周期性力矩。因此,我们提出了一种新颖的回归模型,用于仅使用加速度来估算步长,以通过使用在胸部获取的IMU数据正确计算步距。此外,我们将基于粒子滤波的高效地图匹配算法的思想集成到我们的系统中,以提高定位和航向精度。由于我们的系统是为3D导航而设计的,可以估计多层建筑物中的位置,因此我们使用了气压计来更新行人高度,并且我们的地图组件旨在显式表示建筑物的楼层信息。凭借我们完整的PDR系统,我们在10支队伍中获得了IPIN 2018竞赛赛道2的第二名,在800 m步行比赛后,平均误差为5.2 m。

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