Skip to main content
Erschienen in: Wireless Networks 1/2018

18.07.2016

A novel method for measurement points selection in access points localization

verfasst von: Xiaoling Yang, Bing Chen

Erschienen in: Wireless Networks | Ausgabe 1/2018

Einloggen

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

search-config
loading …

Abstract

Precise localization of access points (APs) has become more and more important with the booming of diverse location based services. AP localization accuracy heavily relies on the locations of measurement points. However, collecting abundant information from the APs usually requires tremendous manual efforts, which greatly compromise the efficiency and accuracy of the localization of the APs. Thus, the selection of appropriate measurement points becomes an important issue to achieve a high localization accuracy with a low-cost method, which has not been fully explored in existing research. To this end, we propose a novel approach to select measurement points for AP localization under the assumption that the number of APs to be located is known in advance. Specifically, an initial point is selected randomly and the locations of APs are estimated according to the measured information. Then, subsequent measurement points are determined by locating the intersection of the coverage areas of APs in real time, so that as many APs as possible can be detected at each measurement point. Both simulation and experimental results show that our approach can reduce the number of measurement points while improving the AP localization accuracy.

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 Liu, H., Darabi, H., Banerjee, P., & Liu, J. (2007). Survey of wireless indoor positioning techniques and systems. IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, 37(6), 1067–1080.CrossRef Liu, H., Darabi, H., Banerjee, P., & Liu, J. (2007). Survey of wireless indoor positioning techniques and systems. IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, 37(6), 1067–1080.CrossRef
2.
Zurück zum Zitat Kushki, A., Plataniotis, K. N., & Venetsanopoulos, A. N. (2010). Intelligent dynamic radio tracking in indoor wireless local area networks. IEEE Transactions on Mobile Computing, 9(3), 405–419.CrossRef Kushki, A., Plataniotis, K. N., & Venetsanopoulos, A. N. (2010). Intelligent dynamic radio tracking in indoor wireless local area networks. IEEE Transactions on Mobile Computing, 9(3), 405–419.CrossRef
3.
Zurück zum Zitat Bahl, P., & Padmanabhan, V. N. (2000). Radar: An in-building RF-based user location and tracking system. In INFOCOM 2000. Nineteenth annual joint conference of the IEEE computer and communications societies. IEEE. Bahl, P., & Padmanabhan, V. N. (2000). Radar: An in-building RF-based user location and tracking system. In INFOCOM 2000. Nineteenth annual joint conference of the IEEE computer and communications societies. IEEE.
4.
Zurück zum Zitat Youssef, M., & Agrawala, A. (2005). The horus WLAN location determination system. In Proceedings of the 3rd international conference on mobile systems, applications, and services. ACM. Youssef, M., & Agrawala, A. (2005). The horus WLAN location determination system. In Proceedings of the 3rd international conference on mobile systems, applications, and services. ACM.
5.
Zurück zum Zitat Le, T. M., Liu, R. P., & Hedley, M. (2012). Rogue access point detection and localization. In IEEE 23rd international symposium on personal indoor and mobile radio communications (PIMRC). IEEE. Le, T. M., Liu, R. P., & Hedley, M. (2012). Rogue access point detection and localization. In IEEE 23rd international symposium on personal indoor and mobile radio communications (PIMRC). IEEE.
6.
Zurück zum Zitat Subramanian, A. P., Deshpande, P., Gaojgao, J., & Das, S. R. (2008). Drive-by localization of roadside WiFi networks. In INFOCOM 2008. The 27th conference on computer communications. IEEE. Subramanian, A. P., Deshpande, P., Gaojgao, J., & Das, S. R. (2008). Drive-by localization of roadside WiFi networks. In INFOCOM 2008. The 27th conference on computer communications. IEEE.
7.
Zurück zum Zitat Ficco, M., Esposito, C., & Napolitano, A. (2014). Calibrating indoor positioning systems with low efforts. IEEE Transactions on Mobile Computing, 13(4), 737–751.CrossRef Ficco, M., Esposito, C., & Napolitano, A. (2014). Calibrating indoor positioning systems with low efforts. IEEE Transactions on Mobile Computing, 13(4), 737–751.CrossRef
8.
Zurück zum Zitat Zhang, Z., Zhou, X., Zhang, W., Zhang, Y., Wang, G., Zhao, B. Y., et al. (2011). I am the antenna: Accurate outdoor ap location using smartphones. In Proceedings of the 17th annual international conference on mobile computing and networking. ACM. Zhang, Z., Zhou, X., Zhang, W., Zhang, Y., Wang, G., Zhao, B. Y., et al. (2011). I am the antenna: Accurate outdoor ap location using smartphones. In Proceedings of the 17th annual international conference on mobile computing and networking. ACM.
9.
Zurück zum Zitat Nurminen, H., Talvitie, J., Ali-Loytty, S., Muller, P., Lohan, E., Piché, R., et al. (2012). Statistical path loss parameter estimation and positioning using RSS measurements. In Ubiquitous positioning, indoor navigation, and location based service (UPINLBS). IEEE. Nurminen, H., Talvitie, J., Ali-Loytty, S., Muller, P., Lohan, E., Piché, R., et al. (2012). Statistical path loss parameter estimation and positioning using RSS measurements. In Ubiquitous positioning, indoor navigation, and location based service (UPINLBS). IEEE.
10.
Zurück zum Zitat Bialer, O., Raphaeli, D., & Weiss, A. J. (2013). Maximum-likelihood direct position estimation in dense multipath. IEEE Transactions on Vehicular Technology, 62(5), 2069–2079.CrossRef Bialer, O., Raphaeli, D., & Weiss, A. J. (2013). Maximum-likelihood direct position estimation in dense multipath. IEEE Transactions on Vehicular Technology, 62(5), 2069–2079.CrossRef
11.
Zurück zum Zitat Ho, K., & Xu, W. (2004). An accurate algebraic solution for moving source location using TDOA and FDOA measurements. IEEE Transactions on Signal Processing, 52(9), 2453–2463.MathSciNetCrossRefMATH Ho, K., & Xu, W. (2004). An accurate algebraic solution for moving source location using TDOA and FDOA measurements. IEEE Transactions on Signal Processing, 52(9), 2453–2463.MathSciNetCrossRefMATH
12.
Zurück zum Zitat Xu, J., Ma, M., & Law, C. L. (2008). AOA cooperative position localization. In Global telecommunications conference, GLOBECOM 2008. IEEE. Xu, J., Ma, M., & Law, C. L. (2008). AOA cooperative position localization. In Global telecommunications conference, GLOBECOM 2008. IEEE.
13.
Zurück zum Zitat Chun, S.-M., Lee, S.-M., Nah, J.-W., Choi, J.-H., & Park, J.-T. (2011). Localization of Wi-Fi access point using smartphone’s gps information. In 2011 International conference on selected topics in mobile and wireless networking (iCOST). IEEE. Chun, S.-M., Lee, S.-M., Nah, J.-W., Choi, J.-H., & Park, J.-T. (2011). Localization of Wi-Fi access point using smartphone’s gps information. In 2011 International conference on selected topics in mobile and wireless networking (iCOST). IEEE.
14.
Zurück zum Zitat Koo, J., & Cha, H. (2011). Localizing WiFi access points using signal strength. Communications Letters, 15(2), 187–189.CrossRef Koo, J., & Cha, H. (2011). Localizing WiFi access points using signal strength. Communications Letters, 15(2), 187–189.CrossRef
15.
Zurück zum Zitat Roberts, B., & Pahlavan, K. (2009). Site-specific RSS signature modeling for WiFi localization. In Global telecommunications conference. IEEE. Roberts, B., & Pahlavan, K. (2009). Site-specific RSS signature modeling for WiFi localization. In Global telecommunications conference. IEEE.
16.
Zurück zum Zitat Sun, Y., Xiao, J., Li, X., & Cabrera-Mora, F. (2008). Adaptive source localization by a mobile robot using signal power gradient in sensor networks. In Global telecommunications conference. IEEE. Sun, Y., Xiao, J., Li, X., & Cabrera-Mora, F. (2008). Adaptive source localization by a mobile robot using signal power gradient in sensor networks. In Global telecommunications conference. IEEE.
17.
Zurück zum Zitat Han, D., Andersen, D. G., Kaminsky, M., Papagiannaki, K., & Seshan, S. (2009). Access point localization using local signal strength gradient. In International Conference on Passive and active network measurement, Springer. Han, D., Andersen, D. G., Kaminsky, M., Papagiannaki, K., & Seshan, S. (2009). Access point localization using local signal strength gradient. In International Conference on Passive and active network measurement, Springer.
18.
Zurück zum Zitat Achtzehn, A., Simic, L., Gronerth, P., & Mahonen, P. (2013). A propagation-centric transmitter localization method for deriving the spatial structure of opportunistic wireless networks. In 2013 10th annual conference on wireless on-demand network systems and services (WONS). IEEE. Achtzehn, A., Simic, L., Gronerth, P., & Mahonen, P. (2013). A propagation-centric transmitter localization method for deriving the spatial structure of opportunistic wireless networks. In 2013 10th annual conference on wireless on-demand network systems and services (WONS). IEEE.
19.
Zurück zum Zitat Koo, J., & Cha, H. (2012). Unsupervised locating of WiFi access points using smartphones. IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, 42(6), 1341–1353.CrossRef Koo, J., & Cha, H. (2012). Unsupervised locating of WiFi access points using smartphones. IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, 42(6), 1341–1353.CrossRef
20.
Zurück zum Zitat Ananthasubramaniam, B., & Madhow, U. (2008). Cooperative localization using angle of arrival measurements in non-line-of-sight environments. In Proceedings of the first ACM international workshop on mobile entity localization and tracking in GPS-less environments. ACM. Ananthasubramaniam, B., & Madhow, U. (2008). Cooperative localization using angle of arrival measurements in non-line-of-sight environments. In Proceedings of the first ACM international workshop on mobile entity localization and tracking in GPS-less environments. ACM.
21.
Zurück zum Zitat Jin, R., Che, Z., Xu, H., Wang, Z., & Wang, L. (2015). An RSSI-based localization algorithm for outliers suppression in wireless sensor networks. Wireless Networks, 21(8), 2561–2569.CrossRef Jin, R., Che, Z., Xu, H., Wang, Z., & Wang, L. (2015). An RSSI-based localization algorithm for outliers suppression in wireless sensor networks. Wireless Networks, 21(8), 2561–2569.CrossRef
22.
Zurück zum Zitat Kotaru, M., Joshi, K., Bharadia, D., & Katti, S. (2015). Spotfi: Decimeter level localization using WiFi. In Proceedings of the 2015 ACM conference on special interest group on data communication (Sigcomm) (pp. 269–282). ACM. Kotaru, M., Joshi, K., Bharadia, D., & Katti, S. (2015). Spotfi: Decimeter level localization using WiFi. In Proceedings of the 2015 ACM conference on special interest group on data communication (Sigcomm) (pp. 269–282). ACM.
23.
Zurück zum Zitat Abadleh, A., Han, S., Hyun, S. J., Lee, B., & Kim, M. (2016). Construction of indoor floor plan and localization. Wireless Networks, 22(1), 175–191.CrossRef Abadleh, A., Han, S., Hyun, S. J., Lee, B., & Kim, M. (2016). Construction of indoor floor plan and localization. Wireless Networks, 22(1), 175–191.CrossRef
24.
Zurück zum Zitat Wu, K., et al. (2013). CSI-based indoor localization. IEEE Transactions on Parallel and Distributed Systems (TPDS), 4(7), 1300–1309.CrossRef Wu, K., et al. (2013). CSI-based indoor localization. IEEE Transactions on Parallel and Distributed Systems (TPDS), 4(7), 1300–1309.CrossRef
26.
Zurück zum Zitat Chen, B., & Yang, X. (2015). A WLAN access point localization algorithm based on probability density. Journal of Electronics & Information Technology, 37(4), 855–862. Chen, B., & Yang, X. (2015). A WLAN access point localization algorithm based on probability density. Journal of Electronics & Information Technology, 37(4), 855–862.
27.
Zurück zum Zitat Paul, Anindya S., & Wan, Eric. (2009). RSSI-based indoor localization and tracking using sigma-point Kalman smoothers. IEEE Journal of Selected Topics in Signal Processing, 3(5), 860–873.CrossRef Paul, Anindya S., & Wan, Eric. (2009). RSSI-based indoor localization and tracking using sigma-point Kalman smoothers. IEEE Journal of Selected Topics in Signal Processing, 3(5), 860–873.CrossRef
28.
Zurück zum Zitat Yang, Z., Wu, C., & Liu, Y. (2012). Locating in fingerprint space: Wireless indoor localization with little human intervention. In Proceedings of the 18th annual international conference on mobile computing and networking. ACM. Yang, Z., Wu, C., & Liu, Y. (2012). Locating in fingerprint space: Wireless indoor localization with little human intervention. In Proceedings of the 18th annual international conference on mobile computing and networking. ACM.
29.
Zurück zum Zitat Akl, R.G., Tummala, D., & Li, X. (2006). Indoor propagation modeling at 2.4 GHz for IEEE 802.11 networks. In Proceedings of sixth international association of science and technology for development (IASTED) international multi-conference on wireless and optical communications, Banff, Alberta, Canada (pp. 120–150). Akl, R.G., Tummala, D., & Li, X. (2006). Indoor propagation modeling at 2.4 GHz for IEEE 802.11 networks. In Proceedings of sixth international association of science and technology for development (IASTED) international multi-conference on wireless and optical communications, Banff, Alberta, Canada (pp. 120–150).
Metadaten
Titel
A novel method for measurement points selection in access points localization
verfasst von
Xiaoling Yang
Bing Chen
Publikationsdatum
18.07.2016
Verlag
Springer US
Erschienen in
Wireless Networks / Ausgabe 1/2018
Print ISSN: 1022-0038
Elektronische ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-016-1315-y

Weitere Artikel der Ausgabe 1/2018

Wireless Networks 1/2018 Zur Ausgabe

Neuer Inhalt