High-speed 3D indoor localization system based on visible light communication using differential evolution algorithm

被引:36
|
作者
Wu, Yuxiang [1 ]
Liu, Xiaowei [1 ]
Guan, Weipeng [1 ]
Chen, Bangdong [2 ]
Chen, Xin [1 ]
Xie, Canyu [3 ]
机构
[1] South China Univ Technol, Sch Automat Sci & Engn, Guangzhou 510640, Guangdong, Peoples R China
[2] South China Univ Technol, Sch Elect & Informat Engn, Guangzhou 510640, Guangdong, Peoples R China
[3] South China Univ Technol, Sch Mat Sci & Engn, Guangzhou 510640, Guangdong, Peoples R China
关键词
Visible light communication (VLC); 3-D indoor positioning; Differential evolution (DE); Dimension reduction; Positioning speed;
D O I
10.1016/j.optcom.2018.04.062
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Indoor positioning system using visible light communication (VLC) is widely believed to be a cost-effective solution with the popularity of LEDs. However, most existing VLC-based systems can only achieve positioning in two-dimensional (2-D) planes, and fail to solve the problems of calculating speed and positioning accuracy well in three-dimensional (3-D) space. This paper proposes a 3-D visible light positioning system based on differential evolution (DE) algorithm. The positioning model is viewed as a global optimization problem by calculating the overlapped area of LEDs circular projections in the terminal plane. DE is only used to calculate Z-coordinate of the terminal, and the dimension reduction process from 3-D to 1-D greatly reduces the calculating time. Experimental results show that the average positioning error is 0.69cm in an indoor environment of 4m x 4m x 6m, especially the calculating time is reduced to 24.26 ms for a single point, which indicates that the proposed localization algorithm has a good practicability especially in real-time indoor positioning. In addition, the trajectory tracking experiment performs well when the motion trajectory is generated randomly, and 90% 3-D kinematic errors are within 1.4 cm.
引用
收藏
页码:177 / 189
页数:13
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