Impact of a Photodiode's Angular Characteristics on RSS-Based VLP Accuracy

被引:13
作者
Bastiaens, Sander [1 ]
Raes, Willem [2 ]
Stevens, Nobby [2 ]
Martens, Luc [1 ]
Joseph, Wout [1 ]
Plets, David [1 ]
机构
[1] Univ Ghent, Dept Informat Technol, WAVES Res Grp, IMEC, B-9052 Ghent, Belgium
[2] Katholieke Univ Leuven, Dept Elect Engn, ESAT, DRAMCO Res Grp, B-9000 Ghent, Belgium
关键词
Localisation; photodiode; propagation modelling; received signal strength (RSS); receiver; visible light positioning (VLP);
D O I
10.1109/ACCESS.2020.2991298
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Photodiode (PD)-based Visible Light Positioning (VLP)-based localisation systems seem propitious for the low-cost tracking and route-configurable navigation of automated guided vehicles, found in warehouse settings. Delivering the required high accuracy, currently necessitates measuring and fitting the received power - distance relation. This paper shows that accurately modelling the PD receiver & x2019;s angular characteristics obsoletes this calibrating fit, while still providing accurate positioning estimates. A new responsivity model <italic>Square (SQ)</italic> is proposed, which is a function of the square of the incidence angle rather than its cosine. Both its aptitude in matching real-life propagation and its associated localisation accuracy are verified using two extensive measurement sets, each detailing the propagation of a PD moving across a 2D plane 3 m below a 4-LED plane. <italic>SQ</italic> is compared to the responsivity and calibration fit models available in the literature. In conjunction with model-based fingerprinting positioning, <italic>SQ</italic> outscores the Lambertian and generalised Lambertian model in terms of the 90(th) percentile root-mean-square error (rMSE) $p_{90}$ by 45.36 cm (83.1 & x0025;) and 0.84 cm (8.4 & x0025;) respectively for the non-Lambertian-like receiver. $SQ$ exhibits an equivalent performance as the generalised Lambertian model for the Lambertian-like photodiode. Accounting for the appropriate receiver model can also boost trilateration & x2019;s rMSE. A 50(th) percentile rMSE reduction of respectively 1.87 cm and 2.66 cm is found in the setup.
引用
收藏
页码:83116 / 83130
页数:15
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