Weak Calibration of a Visible Light Positioning System Based on a Position-Sensitive Detector: Positioning Error Assessment

被引:10
|
作者
De-La-Llana-Calvo, Alvaro [1 ]
Lazaro-Galilea, Jose-Luis [1 ]
Gardel-Vicente, Alfredo [1 ]
Salido-Monzu, David [2 ]
Bravo-Munoz, Ignacio [1 ]
Iamnitchi, Andreea [1 ]
Gil-Vera, Ruben [1 ]
机构
[1] Univ Alcala, Dept Elect, Madrid 28801, Spain
[2] Swiss Fed Inst Technol, Inst Geodesy & Photogrammetry, CH-8093 Zurich, Switzerland
关键词
indoor positioning system (IPS); visible light positioning (VLP); position sensitive detector (PSD); soft; weak calibration; genetic algorithms; INDOOR; SENSOR; OPTIMIZATION; CONSTRAINTS; ALGORITHM; AOA;
D O I
10.3390/s21113924
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Reduced deployment and calibration requirements are key for scalable and cost-effective indoor positioning systems. In this work, we propose a low-complexity, weak calibration procedure for an indoor positioning system based on infrastructure lighting and a positioning-sensitive detector. The proposed calibration relies on genetic algorithms to obtain the relevant system parameters in the real positioning environment without a priori information, and requires a low number of simple measurements. The achievable performance of the proposal was assessed by direct comparison with a formal offline calibration method requiring complex dedicated infrastructure and instruments. The comparative error assessment showed that the maximum accuracy reduction compared to the significantly more costly formal calibration was below 25 mm, and the overall absolute positioning error was smaller than 35 mm with orientation errors of around 0.25 degrees. The performance achieved with the proposed weak calibration procedure is sufficient for many indoor positioning applications and largely reduces the cost and complexity of setting up the positioning system in real environments.
引用
收藏
页数:17
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