Maximum likelihood estimation of vehicle position for outdoor image sensor-based visible light positioning system

被引:5
作者
Zhao, Xiang [1 ,2 ,3 ]
Lin, Jiming [4 ,5 ]
机构
[1] Xidian Univ, Sch Telecommun Engn, 2 South Taibai Rd, Xian 710071, Peoples R China
[2] Guilin Univ Elect Technol, Guangxi Key Lab Wireless Wideband Commun & Signal, 1 Jinji Rd, Guilin 541004, Peoples R China
[3] Guilin Univ Elect Technol, Guangxi Key Lab Precis Nav Technol & Applicat, 1 Jinji Rd, Guilin 541004, Peoples R China
[4] Guilin Univ Elect Technol, Guangxi Coll & Univ Key Lab Satellite Nav & Posit, 1 Jinji Rd, Guilin 541004, Peoples R China
[5] Guangxi Expt Ctr Informat Sci, 1 Jinji Rd, Guilin 541004, Peoples R China
关键词
Cramer-Rao bounds; maximum likelihood estimation; visible light positioning; image sensors; light-emitting diode; positioning accuracy; LED LIGHTS; COMMUNICATION; MODULATION;
D O I
10.1117/1.OE.55.4.043104
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Image sensor-based visible light positioning can be applied not only to indoor environments but also to outdoor environments. To determine the performance bounds of the positioning accuracy from the view of statistical optimization for an outdoor image sensor-based visible light positioning system, we analyze and derive the maximum likelihood estimation and corresponding Cramer-Rao lower bounds of vehicle position, under the condition that the observation values of the light-emitting diode (LED) imaging points are affected by white Gaussian noise. For typical parameters of an LED traffic light and in-vehicle camera image sensor, simulation results show that accurate estimates are available, with positioning error generally less than 0.1 m at a communication distance of 30 m between the LED array transmitter and the camera receiver. With the communication distance being constant, the positioning accuracy depends on the number of LEDs used, the focal length of the lens, the pixel size, and the frame rate of the camera receiver. (C) The Authors. Published by SPIE under a Creative Commons Attribution 3.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI.
引用
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页数:8
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