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基于可穿戴设备的惯性导航系统与自动航向评估的松散耦合

Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation.

作者信息

Bousdar Ahmed Dina, Munoz Diaz Estefania

机构信息

Institute of Communications and Navigation, German Aerospace Centre (DLR), Oberpfaffenhofen, 82234 Wessling, Germany.

出版信息

Sensors (Basel). 2017 Nov 3;17(11):2534. doi: 10.3390/s17112534.

Abstract

Position tracking of pedestrians by means of inertial sensors is a highly explored field of research. In fact, there are already many approaches to implement inertial navigation systems (INSs). However, most of them use a single inertial measurement unit (IMU) attached to the pedestrian's body. Since wearable-devices will be given items in the future, this work explores the implementation of an INS using two wearable-based IMUs. A loosely coupled approach is proposed to combine the outputs of wearable-based INSs. The latter are based on a pocket-mounted IMU and a foot-mounted IMU. The loosely coupled fusion combines the output of the two INSs not only when these outputs are least erroneous, but also automatically favoring the best output. This approach is named smart update. The main challenge is determining the quality of the heading estimation of each INS, which changes every time. In order to address this, a novel concept to determine the quality of the heading estimation is presented. This concept is subject to a patent application. The results show that the position error rate of the loosely coupled fusion is 10 cm/s better than either the foot INS's or pocket INS's error rate in 95% of the cases.

摘要

利用惯性传感器对行人进行位置跟踪是一个研究十分深入的领域。事实上,已有许多实现惯性导航系统(INS)的方法。然而,其中大多数使用附着在行人身体上的单个惯性测量单元(IMU)。鉴于未来可穿戴设备会被赋予更多功能,这项工作探索了使用两个基于可穿戴设备的IMU来实现INS。提出了一种松耦合方法来组合基于可穿戴设备的INS的输出。后者基于一个安装在口袋里的IMU和一个安装在脚上的IMU。松耦合融合不仅在两个INS输出误差最小时组合它们的输出,还会自动偏向最佳输出。这种方法被称为智能更新。主要挑战在于确定每次都在变化的每个INS航向估计的质量。为了解决这个问题,提出了一种确定航向估计质量的新概念。这一概念正在申请专利。结果表明,在95%的情况下,松耦合融合的位置误差率比脚部INS或口袋INS的误差率要好10厘米/秒。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f4b4/5713007/b05be1ccc72d/sensors-17-02534-g001.jpg

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