Skip to main content

2020 | OriginalPaper | Buchkapitel

Indoor Visible Light Positioning and Tracking Method Using Kalman Filter

verfasst von : Xudong Wang, Wenjie Dong, Nan Wu

Erschienen in: Communications, Signal Processing, and Systems

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In order to improve the accuracy and tracking performance of the indoor positioning system based on visible light communication (VLC), an indoor positioning and tracking method is proposed in this paper. This method utilizes time difference of arrival (TDOA) solved by nonlinear least squares (NLLS) method to realize indoor positioning and uses Kalman filter to obtain the tracking capability. The performance of the proposed positioning method is evaluated in the room measuring 5 m × 5 m × 3 m. The simulation results show that the average location errors by adopting the NLLS method can reach to 2.99 cm and the accuracy of positioning can be promoted to 1.33 cm by using Kalman filter, the positioning accuracy increased by 55.52%.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Pant K, Armstrong J. Indoor localization using white LEDs. Electron Lett. 2012;48(4):228–30.CrossRef Pant K, Armstrong J. Indoor localization using white LEDs. Electron Lett. 2012;48(4):228–30.CrossRef
2.
Zurück zum Zitat Iturralde D, Azurdia-Meza C, Krommenacker N, et al. A new location system for an underground mining environment using visible light communications. In: International symposium on communication systems, networks and digital signal processing. IEEE, Manchester, UK; 2014. p. 1165–9. Iturralde D, Azurdia-Meza C, Krommenacker N, et al. A new location system for an underground mining environment using visible light communications. In: International symposium on communication systems, networks and digital signal processing. IEEE, Manchester, UK; 2014. p. 1165–9.
3.
Zurück zum Zitat Yan K, Zhou H, Xiao H, et al. Current status of indoor positioning system based on visible light. In: International conference on control, automation and systems. IEEE, Busan, South Korea; 2015. p. 565–9. Yan K, Zhou H, Xiao H, et al. Current status of indoor positioning system based on visible light. In: International conference on control, automation and systems. IEEE, Busan, South Korea; 2015. p. 565–9.
4.
Zurück zum Zitat Dardari D, Closas P, Djuri PM. Indoor tracking: theory, methods, and technologies. IEEE Trans Veh Technol. 2015;64(4):1263–78.CrossRef Dardari D, Closas P, Djuri PM. Indoor tracking: theory, methods, and technologies. IEEE Trans Veh Technol. 2015;64(4):1263–78.CrossRef
5.
Zurück zum Zitat Zhang W, Chowdhury M, Kavehrad M. Asynchronous indoor positioning system based on visible light communications. Opt Eng. 2014;53(4):045105.CrossRef Zhang W, Chowdhury M, Kavehrad M. Asynchronous indoor positioning system based on visible light communications. Opt Eng. 2014;53(4):045105.CrossRef
6.
Zurück zum Zitat Zhang W, Kavehrad M. A 2-D indoor localization system based on visible light. Seattle, USA: IEEE Photonics Society Summer Topical Meeting Series; 2012. p. 80–1. Zhang W, Kavehrad M. A 2-D indoor localization system based on visible light. Seattle, USA: IEEE Photonics Society Summer Topical Meeting Series; 2012. p. 80–1.
7.
Zurück zum Zitat Hassan NU, Naeem A, Pasha MA, et al. Indoor positioning using visible LED lights: a survey. ACM Comput Surv. 2015;48(2):20.CrossRef Hassan NU, Naeem A, Pasha MA, et al. Indoor positioning using visible LED lights: a survey. ACM Comput Surv. 2015;48(2):20.CrossRef
8.
Zurück zum Zitat Do TH, Yoo M, An in-depth survey of visible light communication based positioning Systems. Sensors. 2016;16(5):678.CrossRef Do TH, Yoo M, An in-depth survey of visible light communication based positioning Systems. Sensors. 2016;16(5):678.CrossRef
9.
Zurück zum Zitat Ghassemlooy Z, Popoola W, Rajbhandari S. Optical wireless communications. Boca Raton: CRC Press, inc; 2012. Ghassemlooy Z, Popoola W, Rajbhandari S. Optical wireless communications. Boca Raton: CRC Press, inc; 2012.
10.
Zurück zum Zitat Eroglu YS, Guvenc I, Pala N, et al. AOA-based localization and tracking in multi-element VLC systems. In: Wireless and microwave technology conference. IEEE; 2015. p. 1–5. Eroglu YS, Guvenc I, Pala N, et al. AOA-based localization and tracking in multi-element VLC systems. In: Wireless and microwave technology conference. IEEE; 2015. p. 1–5.
Metadaten
Titel
Indoor Visible Light Positioning and Tracking Method Using Kalman Filter
verfasst von
Xudong Wang
Wenjie Dong
Nan Wu
Copyright-Jahr
2020
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-6504-1_141

Neuer Inhalt