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Near Real Time Heading Drift Correction for indoor pedestrian tracking based on sequence detection

机译:基于序列检测的室内行人跟踪附近的实时标题漂移校正

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Foot-mounted inertial sensor is a practical and efficient approach for indoor personnel positioning, because it requires neither pre-deployed infrastructure nor on-line “fingerprint” database. To suppress the heading drift of gyroscopes, magnetic field is often used as a stable orientation reference. But the magnetic field inside buildings changes rapidly while space and time changes, and it is also sensitive to some metal objects or electrical equipments. Thanks to the regular structures of most buildings, Heuristic Drift Elimination (HDE) techniques can be applied to suppress slowing-changed small-scale drifts between two steps, under the assumption that most of the paths in the buildings consist of straight lines and fixed angles. Inspired by the heuristic method, a Near Real-Time Heading Drift Correction (NRHDC) approach is proposed in this paper, which determines the current walking behavior based on the steps foregoing and following. Different step status are set to classify each step and different templates are trained for walking behavior discrimination. This approach is supposed to exploit more information and give more precise result. The experimental results in a building also demonstrate the effectiveness of the proposed approach, with superior accuracy to other methods.
机译:脚踏式惯性传感器是用于室内人员定位实用和有效的方法,因为它既不需要预先部署的基础设施,也没有上线的“指纹”数据库。为了抑制陀螺仪的标题漂移,磁场通常被用作稳定的定向基准。但建筑物内部的磁场迅速变化,而空间和时间的变化,并且它也是一些金属物体或电气设备敏感。由于大多数建筑物中的常规结构中,启发式漂移消除(HDE)技术可应用于抑制减缓改变的规模小的漂移两个步骤之间,所述假设下,大多数在建筑物的路径的由直线和固定角度。通过启发式方法的启发,近实时头球漂移校正(NRHDC)方法在本文中,其基于前述和以下的步骤的当前行走行为提出。不同的步骤状态设置为每一步分类和不同的模板训练行走行为的歧视。这种做法应该利用更多信息,并给予更精确的结果。在建筑物的实验结果也证明了该方法的有效性,以较高的精确性其他方法。

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