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Indoor Geomagnetic Positioning Based on a Joint Algorithm of Particle Filter and Dynamic Time Warp

机译:基于粒子滤波器和动态时间翘曲的联合算法的室内地磁定位

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The indoor geomagnetic field is affected by the steel structure and other ferromagnetic materials, resulting in the local anomaly of the magnetic field and the indoor geomagnetic field will be specificity. Benefit from this phenomenon, indoor magnetic positioning technology to be achieved. However, in large buildings, the specificity of geomagnetic field will be weakened, which leads to ambiguous positioning results. In response to this phenomenon, this paper presents a path matching based indoor geomagnetic positioning system, by increasing the number of matching features to solve this problem. The system combines Dynamic Time Warp (DTW) algorithm and Particle Filter (PF) algorithm to track the target in the path matching mode. Finally, Measuring robot loaded with magnetic sensor used to verify the results. The results show that the path matching has sufficient number of geomagnetic features to resolve the ambiguity of positioning results under condition of reduced specificity, and the positioning accuracy is better than 1 meter.
机译:室内地质磁场受钢结构和其他铁磁性材料的影响,导致磁场的局部异常,室内地质磁场将是特异性的。受益于这种现象,实现室内磁定位技术。然而,在大型建筑中,地磁场的特殊性将被削弱,这导致模糊的定位结果。响应于这种现象,本文提出了一种基于路径匹配的室内地磁定位系统,通过增加匹配特征来解决这个问题的数量。该系统将动态时间扭曲(DTW)算法和粒子滤波器(PF)算法组合在路径匹配模式下跟踪目标。最后,测量装有用于验证结果的磁传感器的机器人。结果表明,路径匹配具有足够数量的地磁特征,以解决在特异性降低的条件下定位结果的模糊性,并且定位精度优于1米。

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