Extended Kalman filter for a low cost TDoA/IMU pedestrian localization system

J. Lategahn, M. Müller, Christof Röhrig
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引用次数: 8

Abstract

Pedestrian localization systems require the knowledge of a user's position for manifold applications in indoor and outdoor environments. For this purpose several methods can be used, such as a Global Navigation Satellite System (GNSS) or an Inertial Navigation Systems (INS). Since GNSS are not available in indoor environments or street canyons a Time Difference of Arrival (TDoA) system and a low cost Inertial Measurement Unit (IMU), which consists of an accelerometer and a gyroscope, is used to estimate the position of a pedestrian. The localization device is mountable to different positions of the body, like the hip or the pocket of a shirt. The measurements of the IMU are prefiltered to get steps, the step length and fast changings in the user's orientation. To fuse the different measurement types an Extended Kalman Filter (EKF) is applied. To evaluate the algorithm experimental results are presented.
基于扩展卡尔曼滤波的低成本TDoA/IMU行人定位系统
行人定位系统需要用户的位置的知识,在室内和室外环境的多种应用。为此,可以使用几种方法,例如全球导航卫星系统(GNSS)或惯性导航系统(INS)。由于GNSS无法在室内环境或街道峡谷中使用,因此使用到达时间差(TDoA)系统和低成本惯性测量单元(IMU)来估计行人的位置,IMU由加速度计和陀螺仪组成。定位装置安装在身体的不同位置,如臀部或衬衫的口袋。对IMU的测量值进行预滤波,得到步长、步长和用户方向的快速变化。为了融合不同的测量类型,采用了扩展卡尔曼滤波(EKF)。为了评价该算法,给出了实验结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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