A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning.

LED VLP localisation received signal strength uVLP unmodulated visible light positioning visible light positioning

Journal

Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366

Informations de publication

Date de publication:
29 Sep 2020
Historique:
received: 31 08 2020
revised: 22 09 2020
accepted: 25 09 2020
entrez: 2 10 2020
pubmed: 3 10 2020
medline: 3 10 2020
Statut: epublish

Résumé

Currently, visible light positioning (VLP) enabling an illumination infrastructure requires a costly retrofit. Intensity modulation systems not only necessitate changes to the internal LED driving module, but decrease the LEDs' radiant flux as well. This hinders the infrastructure's ability to meet the maintained illuminance standards. Ideally, the LEDs could be left unmodulated, i.e., unmodulated VLP (uVLP). uVLP systems, inherently low-cost, exploit the characteristics of the light signals of opportunity (LSOOP) to infer a position. In this paper, it is shown that proper signal processing allows using the LED's characteristic frequency (CF) as a discriminative feature in photodiode (PD)-based received signal strength (RSS) uVLP. This manuscript investigates and compares the aptitude of (future) RSS-based uVLP and VLP systems in terms of their feasibility, cost and accuracy. It demonstrates that CF-based uVLP exhibits an acceptable loss of accuracy compared to (regular) VLP. For point source-like LEDs, uVLP only worsens the trilateration-based median p50 and 90th percentile root-mean-square error p90 from 5.3cm to 7.9cm (+50%) and from 9.6cm to 15.6cm (+62%), in the 4m × 4m room under consideration. A large experimental validation shows that employing a robust model-based fingerprinting localisation procedure, instead of trilateration, further boosts uVLP's p50 and p90 accuracy to 5.0cm and 10.6cm. When collating with VLP's p50=3.5cm and p90=6.8cm, uVLP exhibits a comparable positioning performance at a significantly lower cost and at a higher maintained illuminance, all of which underline uVLP's high adoption potential. With this work, a significant step is taken towards the development of an accurate and low-cost tracking system.

Identifiants

pubmed: 33003578
pii: s20195596
doi: 10.3390/s20195596
pmc: PMC7583036
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Références

J Vis. 2005 Dec 21;5(11):948-68
pubmed: 16441195
Sensors (Basel). 2020 Mar 03;20(5):
pubmed: 32138305

Auteurs

Sander Bastiaens (S)

WAVES, Department of Information Technology, Ghent University/imec, Technologiepark-Zwijnaarde 126, B-9052 Ghent, Belgium.

Kenneth Deprez (K)

WAVES, Department of Information Technology, Ghent University/imec, Technologiepark-Zwijnaarde 126, B-9052 Ghent, Belgium.

Luc Martens (L)

WAVES, Department of Information Technology, Ghent University/imec, Technologiepark-Zwijnaarde 126, B-9052 Ghent, Belgium.

Wout Joseph (W)

WAVES, Department of Information Technology, Ghent University/imec, Technologiepark-Zwijnaarde 126, B-9052 Ghent, Belgium.

David Plets (D)

WAVES, Department of Information Technology, Ghent University/imec, Technologiepark-Zwijnaarde 126, B-9052 Ghent, Belgium.

Classifications MeSH