Skip to main content
Erschienen in:
Buchtitelbild

2017 | OriginalPaper | Buchkapitel

Wi-Fi Fingerprinting with Reduced Signal Strength Observations from Long-Time Measurements

verfasst von : Guenther Retscher, Florian Roth

Erschienen in: Progress in Location-Based Services 2016

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

Indoor positioning which uses signal strength values of Wi-Fi networks have become popular as these wireless networks often already exist and many mobile devices, such as smartphones or tablets, have built-in Wi-Fi cards. Usually fingerprinting is employed for positioning which achieves relatively low positioning accuracies on the several meter level. In the scope of this work two methods are presented which have the potential to improve the fingerprinting performance using long-time RSS observations at reference stations. Both methods employ the usage of at least three reference stations surrounding the area of interest on which signal strength observations are continuously performed during the whole measurement process. Thereby the first method uses a 2-D linear plane-interpolation for the deduction of real-time corrections. For that purpose, the measured signal strengths are reduced by the long-time measurements which are interpolated at the approximate position of the measuring point. In the second method the daily average of the long-time measurements is applied and the improvements of the measurements are calculated by the deviation from the daily average. For this method it is conceivable that a single reference station may be sufficient if it is located in the middle of the area of interest. Field tests were performed in an office building and are analyzed. The fingerprinting algorithms reached an averaged positioning accuracy of around 5 m in dependence on the used smartphone. The daily average improvements (DAI) method provided a better performance than the interpolation method which is highly influenced by the required approximate position of the user.

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
Zurück zum Zitat Bai Y B, Wu S, Retscher G, Kealy A, Holden L, Tomko M, Borriak A, Hu B, Wu H R & Zhang K (2014) A New Method for Improving Wi-Fi Based Indoor Positioning Accuracy. Journal of Location-Based Services LBS, 8:3:135–147. Bai Y B, Wu S, Retscher G, Kealy A, Holden L, Tomko M, Borriak A, Hu B, Wu H R & Zhang K (2014) A New Method for Improving Wi-Fi Based Indoor Positioning Accuracy. Journal of Location-Based Services LBS, 8:3:135–147.
Zurück zum Zitat Ettlinger A F & Retscher G (2016) Positioning Using Ambient Magnetic Fields in Combination with Wi-Fi and RFID. 7th International Conference Indoor Positioning and Indoor Navigation IPIN 2016, October 4–6, Alcalá de Henares, Madrid, Spain. Ettlinger A F & Retscher G (2016) Positioning Using Ambient Magnetic Fields in Combination with Wi-Fi and RFID. 7th International Conference Indoor Positioning and Indoor Navigation IPIN 2016, October 4–6, Alcalá de Henares, Madrid, Spain.
Zurück zum Zitat Li B & Rizos C (2014) Editorial: Special Issue International Conference on Indoor Positioning and Navigation 2012, Part 2. Journal of Location Based Services, 8:1:1–2. Li B & Rizos C (2014) Editorial: Special Issue International Conference on Indoor Positioning and Navigation 2012, Part 2. Journal of Location Based Services, 8:1:1–2.
Zurück zum Zitat Huang H (2014): Post Hoc Indoor Localization Based on RSS Fingerprinting in WLAN. Master thesis, University of Massachusetts, U.S.A. Huang H (2014): Post Hoc Indoor Localization Based on RSS Fingerprinting in WLAN. Master thesis, University of Massachusetts, U.S.A.
Zurück zum Zitat Kaemarungsi K (2005): Design of Indoor Positioning Systems Based on Location Fingerprinting Technique. PhD thesis, University of Pittsburgh, U.S.A. Kaemarungsi K (2005): Design of Indoor Positioning Systems Based on Location Fingerprinting Technique. PhD thesis, University of Pittsburgh, U.S.A.
Zurück zum Zitat Mok E & Retscher G (2007) Location Determination Using WiFi Fingerprinting Versus WiFi Trilateration. Journal of Location Based Services, 1:2:145–159. Mok E & Retscher G (2007) Location Determination Using WiFi Fingerprinting Versus WiFi Trilateration. Journal of Location Based Services, 1:2:145–159.
Zurück zum Zitat Retscher G. (2007): Augmentation of Indoor Positioning Systems with a Barometric Pressure Sensor for Direct Altitude Determination in a Multi-storey Building. Journal of Cartography and Geographic Information Science (CaGIS), 34: 4:305–310. Retscher G. (2007): Augmentation of Indoor Positioning Systems with a Barometric Pressure Sensor for Direct Altitude Determination in a Multi-storey Building. Journal of Cartography and Geographic Information Science (CaGIS), 34: 4:305–310.
Zurück zum Zitat Retscher G & Tatschl T (2016a) Differential Wi-Fi – A Novel Approach for Wi-Fi Positioning Using Lateration. FIG Working Week, May 2–6, Christchurch, New Zealand. Retscher G & Tatschl T (2016a) Differential Wi-Fi – A Novel Approach for Wi-Fi Positioning Using Lateration. FIG Working Week, May 2–6, Christchurch, New Zealand.
Zurück zum Zitat Retscher G & Tatschl T (2016b) Indoor Positioning Using Wi-Fi Lateration – Comparison of two Common Range Conversion Models with Two Novel Differential Approaches. IEEE Xplore, 2016 Ubiquitous Positioning Indoor Navigation and Location Based Service (UPINLBS), November 3–4, Shanghai, PR China. Retscher G & Tatschl T (2016b) Indoor Positioning Using Wi-Fi Lateration – Comparison of two Common Range Conversion Models with Two Novel Differential Approaches. IEEE Xplore, 2016 Ubiquitous Positioning Indoor Navigation and Location Based Service (UPINLBS), November 3–4, Shanghai, PR China.
Zurück zum Zitat Tatschl T (2016) Indoor Positionierung mit differenziellem WLAN. Master thesis, TU Wien, Vienna, Austria (in German). Tatschl T (2016) Indoor Positionierung mit differenziellem WLAN. Master thesis, TU Wien, Vienna, Austria (in German).
Metadaten
Titel
Wi-Fi Fingerprinting with Reduced Signal Strength Observations from Long-Time Measurements
verfasst von
Guenther Retscher
Florian Roth
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-47289-8_1