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室内BLE/MEMS跨楼层融合定位算法

周牧 王斌 田增山 张千坤

通信学报2017,Vol.38Issue(5):1-10,10.
通信学报2017,Vol.38Issue(5):1-10,10.DOI:10.11959/j.issn.1000-436x.2017076

室内BLE/MEMS跨楼层融合定位算法

Indoor BLE and MEMS based multi-floor fusion positioning algorithm

周牧 1王斌 2田增山 1张千坤1

作者信息

  • 1. 重庆邮电大学移动通信技术重庆市重点实验室,重庆400065
  • 2. 天津师范大学天津市无线移动通信与无线电能传输重点实验室,天津300387
  • 折叠

摘要

Abstract

Based on the data fusion from micro electro mechanical system (MEMS) sensors and low-power bluetooth (BLE),an indoor BLE and MEMS based multi-floor positioning algorithm was proposed.First of all,the affinity propagation clustering,outlier detection and received signal strength indicator (RSSI) filtering algorithms were applied to denoise the fingerprint database.Second,by using the extended Kalman filter,the robust M estimation algorithm was used to perform the optimal estimation of the two-dimensional target position.Finally,the barometer output and geographical position information was considered to realize the height estimation of the target.The experimental results show that the proposed system is able to achieve the horizontal and vertical positioning errors lower than 0.7 m and 0.35 m respectively in multi-floor fusion positioning.

关键词

室内定位/跨楼层/数据融合/低功耗蓝牙/微机电系统

Key words

indoor positioning/multi-floor/data fusion/BLE/MEMS

分类

信息技术与安全科学

引用本文复制引用

周牧,王斌,田增山,张千坤..室内BLE/MEMS跨楼层融合定位算法[J].通信学报,2017,38(5):1-10,10.

基金项目

国家自然科学基金资助项目(No.61301126,No.61471077) (No.61301126,No.61471077)

长江学者和创新团队发展计划基金资助项目(No.IRT1299) (No.IRT1299)

重庆市科委重点实验室专项经费基金资助项目 ()

重庆市基础与前沿研究计划基金资助项目(重点)(No.cstc2015jcyjBX0065) (重点)

重庆市高校优秀成果转化基金资助项目(No.KJZH17117).The National Natural Science Foundation of China (No.61301126,No.61471077),Program for Changjiang Scholars and Innovative Research Team in University (No.IRT1299),Special Fund of Chongqing Key Laboratory (CSTC),Fundamental and Frontier Research Project of Chongqing (Key Project) (No.cstc2015jcyjBX0065),University Outstanding Achievement Transformation Project of Chongqing (No.KJZH17117) (No.KJZH17117)

通信学报

OA北大核心CSCDCSTPCD

1000-436X

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