Study of Indoor Positioning Method Based on Combination of Support Vector Regression and Kalman Filtering

被引:2
作者
Zhang, Yu [1 ,2 ]
Dong, Lian [1 ]
Lai, Lei [1 ]
Hu, Lizhi [1 ]
机构
[1] Shanghai Inst Measurement & Testing Technol, Shanghai, Peoples R China
[2] E China Normal Univ, Shanghai 200062, Peoples R China
来源
INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING | 2016年 / 9卷 / 03期
基金
中国国家自然科学基金;
关键词
Indoor positioning; SVR; Kalman filtering; positioning accuracy;
D O I
10.14257/ijfgcn.2016.9.3.19
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Against the problem that indoor positioning suffers quite large errors and irregular user location movement, this paper adopts Support Vector Regression (SVR) for initial positioning and Kalman filtering for filtering of the positioning results so as to improve the accuracy of the positioning system. The experimental results show that against the real WLAN environment, SVR positioning results processed by Kalman filtering indicates the root mean square error is decreased by 16%, and 73% of positioning accuracy within 2 meters is increased to 83%.
引用
收藏
页码:201 / 213
页数:13
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