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

机译:用于低成本TDoA / IMU行人定位系统的扩展卡尔曼滤波器

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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.
机译:行人定位系统需要了解用户在室内和室外环境中的多种应用的位置。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在室内环境或街道峡谷中不可用,因此需要使用到达时间差(TDoA)系统和由加速度计和陀螺仪组成的低成本惯性测量单元(IMU)来估算行人的位置。定位装置可安装到身体的不同位置,例如臀部或衬衫的口袋。对IMU的测量值进行预滤波,以获取步长,步长和用户方向的快速变化。为了融合不同的测量类型,应用了扩展卡尔曼滤波器(EKF)。为了评估该算法,给出了实验结果。

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