High-precision indoor three-dimensional positioning system based on visible light communication using modified artificial fish swarm algorithm

被引:10
|
作者
Wen, Shangsheng [1 ]
Cai, Xiaoge [2 ]
Guan, Weipeng [2 ]
Jiang, Jiajia [3 ]
Chen, Bangdong [3 ]
Huang, Mouxiao [2 ]
机构
[1] South China Univ Technol, Sch Mat Sci & Engn, Guangzhou, Guangdong, Peoples R China
[2] South China Univ Technol, Sch Automat Sci & Engn, Guangzhou, Guangdong, Peoples R China
[3] South China Univ Technol, Sch Elect & Informat Engn, Guangzhou, Guangdong, Peoples R China
关键词
visible light communication; positioning accuracy; indoor three-dimensional positioning; modified artificial fish swarm algorithm; global optimization;
D O I
10.1117/1.OE.57.10.106102
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Indoor visible light positioning has become a research hotspot owing to its high accuracy, low cost, and easy implementation. However, many existing indoor positioning systems based on visible light communication (VLC) can only achieve two-dimensional (2-D) positioning and those focusing on three-dimensional (3-D) positioning usually contain various sensors or use complex algorithms. Consequently, a high-precision indoor 3-D positioning system based on VLC using modified artificial fish swarm algorithm is proposed, avoiding the problems mentioned above. To simplify the solution procedure of searching for 3-D coordinates, the 3-D positioning problem is transformed into a global optimization problem with the corresponding fitness function designed according to Lambertian radiation pattern. The simulation executed on 1350 points shows an average 3-D positioning error of 4.05 mm in an indoor space of 4 m x4 m x6 m, and 90% positioning errors are below 5.95 mm. Moreover, when tracking a moving target in the positioning space, the average error is 3.57 mm and the maximum error is 7.25 mm. All in all, the system proposed in this paper stands a good chance of widespread application for its excellent performance in indoor 3-D positioning. (C) 2018 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
收藏
页数:12
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