Light-based positioning systems (LPS) are gaining significant attention as a means to provide localization with cm accuracy. Many of these systems estimate the object position based on the received light intensity, and work properly in 'ideal' environments such as large open spaces without obstructions around the light-emitting diode (LED) and the receiver, where reflections are negligible. In more dynamic environments, such as indoor spaces with moving people and city roads with moving vehicles, materials cause a wide variety of reflections. This causes variations in the received light intensity and, as a consequence, gross localization errors in LPS. We propose a new multipath detection technique for improving LPS that does not require the knowledge of the channel impulse response and then, it is suited to be implemented in low-cost positioning receivers that use a single-pixel photodetector. To develop our technique, we (i) analyze the statistical properties of non-line-of-sight (NLOS) components, (ii) develop an automated testbed to study the reflections of different types of surfaces and materials, and (iii) design an algorithm to remove the NLOS components affecting the positioning estimate. Our experimental evaluation shows that, in complex environments, our methodology can reduce the localization error using LEDs up to 93%.

Filtering Visible Light Reflections with a Single-Pixel Photodetector / Galisteo A.; Marcocci P.; Zuniga M.; Mucchi L.; Guzman B.G.; Giustiniano D.. - STAMPA. - (2020), pp. 1-9. (Intervento presentato al convegno 17th IEEE International Conference on Sensing, Communication and Networking, SECON 2020 tenutosi a Como, Italy nel 2020) [10.1109/SECON48991.2020.9158414].

Filtering Visible Light Reflections with a Single-Pixel Photodetector

Marcocci P.;Mucchi L.;
2020

Abstract

Light-based positioning systems (LPS) are gaining significant attention as a means to provide localization with cm accuracy. Many of these systems estimate the object position based on the received light intensity, and work properly in 'ideal' environments such as large open spaces without obstructions around the light-emitting diode (LED) and the receiver, where reflections are negligible. In more dynamic environments, such as indoor spaces with moving people and city roads with moving vehicles, materials cause a wide variety of reflections. This causes variations in the received light intensity and, as a consequence, gross localization errors in LPS. We propose a new multipath detection technique for improving LPS that does not require the knowledge of the channel impulse response and then, it is suited to be implemented in low-cost positioning receivers that use a single-pixel photodetector. To develop our technique, we (i) analyze the statistical properties of non-line-of-sight (NLOS) components, (ii) develop an automated testbed to study the reflections of different types of surfaces and materials, and (iii) design an algorithm to remove the NLOS components affecting the positioning estimate. Our experimental evaluation shows that, in complex environments, our methodology can reduce the localization error using LEDs up to 93%.
2020
Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks workshops
17th IEEE International Conference on Sensing, Communication and Networking, SECON 2020
Como, Italy
2020
Goal 3: Good health and well-being for people
Goal 11: Sustainable cities and communities
Galisteo A.; Marcocci P.; Zuniga M.; Mucchi L.; Guzman B.G.; Giustiniano D.
File in questo prodotto:
File Dimensione Formato  
09158414.pdf

Accesso chiuso

Tipologia: Pdf editoriale (Version of record)
Licenza: Tutti i diritti riservati
Dimensione 9.88 MB
Formato Adobe PDF
9.88 MB Adobe PDF   Richiedi una copia

I documenti in FLORE sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1213206
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 5
  • ???jsp.display-item.citation.isi??? 2
social impact