Pedestrian indoor navigation using foot-mounted IMU with multi-sensor data fusion

被引:5
|
作者
Liu, Shengkai [1 ,2 ]
Su, Tingli [1 ,2 ]
Wang, Binbin [1 ,2 ]
Peng, Shiyu [1 ,2 ]
Jin, Xuebo [1 ,2 ]
Bai, Yuting [3 ]
Dou, Chao [4 ]
机构
[1] Beijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R China
[2] Beijing Technol & Business Univ, Beijing Key Lab Big Data Technol Food Safety, Beijing 100048, Peoples R China
[3] Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
[4] AVIC China Aeropolytechnol Estab, Ctr Qual Engn, Beijing 100081, Peoples R China
基金
北京市自然科学基金;
关键词
inertial measurement unit; IMU; trajectory tracking; multi-sensor data fusion; Kalman filter; zero-velocity update; ZUPT;
D O I
10.1504/IJMIC.2018.095833
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As a widely used indoor navigation technology, the inertial measurement unit (IMU)-based method has caught considerate research interest. However, owing to the significant and inherent drift of the sensors, it is difficult to get the accurate trajectory for pedestrian movement estimation. In this paper, a foot-mounted IMU system was used to improve the accuracy of pedestrian trajectory, by fusing information from the multiple sensors. With the Kalman filter combined with the zero-velocity update (ZUPT) method, a reasonably accurate pedestrian trajectory was then obtained. Furthermore, some adjustable parameters were introduced to better correct the estimation of position and velocity. Effectiveness of the proposed method was well verified through the indoor experiments and the long track performance was also tested in runway verification.
引用
收藏
页码:261 / 272
页数:12
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