An Indoor UWB 3D Positioning Method for Coplanar Base Stations

被引:8
作者
Zhou, Ning [1 ]
Si, Minghao [2 ]
Li, Dehai [1 ]
Seow, Chee Kiat [3 ]
Mi, Jinzhong [1 ]
机构
[1] Chinese Acad Surveying & Mapping, Beijing 100036, Peoples R China
[2] China Univ Min & Technol, Sch Environm Sci & Spatial Informat, Xuzhou 221116, Peoples R China
[3] Univ Glasgow, Sch Comp Sci, Sir Alwyn Williams Bldg, Glasgow G128RZ, Scotland
关键词
UWB; indoor location; iteration algorithm; coplanar base station; SENSOR NETWORKS; LOCALIZATION; SYSTEM;
D O I
10.3390/s22249634
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
As an indispensable type of information, location data are used in various industries. Ultrawideband (UWB) technology has been used for indoor location estimation due to its excellent ranging performance. However, the accuracy of the location estimation results is heavily affected by the deployment of base stations; in particular, the base station deployment space is limited in certain scenarios. In underground mines, base stations must be placed on the roof to ensure signal coverage, which is almost coplanar in nature. Existing indoor positioning solutions suffer from both difficulties in the correct convergence of results and poor positioning accuracy under coplanar base-station conditions. To correctly estimate position in coplanar base-station scenarios, this paper proposes a novel iterative method. Based on the Newton iteration method, a selection range for the initial value and iterative convergence control conditions were derived to improve the convergence performance of the algorithm. In this paper, we mathematically analyze the impact of the localization solution for coplanar base stations and derive the expression for the localization accuracy performance. The proposed method demonstrated a positioning accuracy of 5 cm in the experimental campaign for the comparative analysis, with the multi-epoch observation results being stable within 10 cm. Furthermore, it was found that, when base stations are coplanar, the test point accuracy can be improved by an average of 63.54% compared to the conventional positioning algorithm. In the base-station coplanar deployment scenario, the upper bound of the CDF convergence in the proposed method outperformed the conventional positioning algorithm by about 30%.
引用
收藏
页数:20
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