Implementation and improvement of Bayes's theorem for indoor visible light positioning system

被引:3
|
作者
Guo, Chen [1 ]
Shao, Jianhua [2 ]
机构
[1] Nanjing Normal Univ, Sch Phys & Technol, Nanjing, Jiangsu, Peoples R China
[2] Nanjing Normal Univ, Jiangsu Key Lab Optoelect Technol, Nanjing, Jiangsu, Peoples R China
基金
高等学校博士学科点专项科研基金;
关键词
visible light; Bayes; indoor positioning; PERFORMANCE;
D O I
10.1117/1.OE.58.2.026110
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Visible light radiated from light-emitting diodes is used to estimate the position of the receiver in a positioning system indoors. Wall reflection and noise are inevitable, which result in an error in the visible light indoor positioning system. Some indoor positioning algorithms based on fingerprint are compared through simulation. An improved indoor positioning algorithm of Bayesian theory is proposed. After using a Gaussian filter, several grid points that are close to each other are selected to be a cluster, and then the posterior probability of each cluster is calculated by the Bayesian algorithm. The cluster with the largest posterior probability is obtained to estimate the receiver's position. The improved algorithm simplifies the Bayesian algorithm and improves the positioning accuracy, with an average error of 0.18 m. (C) 2019 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
收藏
页数:8
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