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

IEEE Access

Willem Raes¹  Nobby Stevens¹  Sander Bastiaens²  David Plets²  Wout Joseph²  Luc Martens² 

[1] Department of Electrical Engineering, KU Leuven, DRAMCO Research Group, ESAT, Ghent, Belgium;Department of Information Technology, WAVES Research Group, Ghent University/imec, Ghent, Belgium;

关键词: Localisation;    photodiode;    propagation modelling;    received signal strength (RSS);    receiver;    visible light positioning (VLP);   

DOI  :  10.1109/ACCESS.2020.2991298

来源: DOAJ

【 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's angular characteristics obsoletes this calibrating fit, while still providing accurate positioning estimates. A new responsivity model Square (SQ) 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. SQ is compared to the responsivity and calibration fit models available in the literature. In conjunction with model-based fingerprinting positioning, SQ outscores the Lambertian and generalised Lambertian model in terms of the 90th percentile root-mean-square error (rMSE) p90 by 45.36 cm (83.1%) and 0.84 cm (8.4%) 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's rMSE. A 50th percentile rMSE reduction of respectively 1.87 cm and 2.66 cm is found in the setup.

【 授权许可】

Unknown