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基于粒子滤波的PDR/地磁指纹室内定位
引用本文:王安义,欧雪.基于粒子滤波的PDR/地磁指纹室内定位[J].测绘通报,2021,0(1):24-28.
作者姓名:王安义  欧雪
作者单位:西安科技大学通信与信息工程学院,陕西 西安710054;西安科技大学通信与信息工程学院,陕西 西安710054
摘    要:针对行人航位推算(PDR)定位存在误差累积和地磁指纹不唯一导致的误匹配问题,本文改进了基于粒子滤波的PDR/地磁指纹室内定位方法。在PDR定位过程中利用地图信息控制粒子权重更新,得到较为准确的位置信息后,利用动态时间规整(DTW)算法在PDR推算位置基础上进行快速序列匹配,获取最优位置估计。试验结果表明,融合定位方法有效解决了行人位置穿墙问题,最大定位误差小于1.5 m,53.33%概率定位精度1 m。

关 键 词:室内定位  行人航位推算  地磁指纹定位  粒子滤波  PDR
收稿时间:2020-08-24

PDR/geomagnetic fingerprint indoor positioning method based on particle filter
WANG Anyi,OU Xue.PDR/geomagnetic fingerprint indoor positioning method based on particle filter[J].Bulletin of Surveying and Mapping,2021,0(1):24-28.
Authors:WANG Anyi  OU Xue
Institution:College of Communication and Information Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China
Abstract:Aiming at the problem of error accumulation in PDR positioning and mismatching caused by non-unique geomagnetic fingerprint,this paper combines PDR with geomagnetic fingerprint to conduct indoor positioning research,and proposes a PDR/geomagnetic fingerprint indoor positioning method based on particle filter. In the PDR positioning process,the map information is used to control the updating of particle weight to obtain more accurate position information. Then,dynamic time structuring algorithm is used to perform rapid sequence matching on the basis of PDR calculated position to obtain the optimal position estimation. The experimental results show that the fusion positioning method can effectively solve the problem of pedestrians’ position passing through the wall. The maximum positioning error is less than 1.5 m,and the positioning accuracy is 1 m with a 53.33% probability.
Keywords:indoor positioning  pedestrian dead reckoning  geomagnetic fingerprint positioning  particle filter  PDR
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