Skip to main content
Top

2019 | OriginalPaper | Chapter

A Sliding Window Fusion Location Algorithm Based on WI-FI/PDR

Authors : Ning-Xin Zhou, Xin-Yue Fan, Peng-Cheng Xia, Fei Zhou

Published in: Communications, Signal Processing, and Systems

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In order to improve the accuracy of indoor localization, this paper presents a fusion positioning algorithm using the sliding window method based on Wi-Fi and PDR. The algorithm can not only provide the user’s initial position accurately, but also correct the position error of the indoor turning points, so it can correct the cumulative error generated by PDR and improve the positioning accuracy. The experiment results show that the average localization error of the proposed algorithm is lower than Wi-Fi fingerprinting approach and PDR approach. At the same time, the error of turning point has been greatly corrected.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference Agarwal, N., Basch, J., Beckmann, P., Bharti, P., Bloebaum, S., Casadei, S., Chou, A., Enge, P., Fong, W., Hathi, N., Mann, W., Sahai, A., Stone, J., Tsitsiklis, J., Van Roy, B.: Algorithms for GPS operation indoors and downtown. GPS Solutions 6(3), 149–160 (2002) Agarwal, N., Basch, J., Beckmann, P., Bharti, P., Bloebaum, S., Casadei, S., Chou, A., Enge, P., Fong, W., Hathi, N., Mann, W., Sahai, A., Stone, J., Tsitsiklis, J., Van Roy, B.: Algorithms for GPS operation indoors and downtown. GPS Solutions 6(3), 149–160 (2002)
2.
go back to reference Bahl, P., Padmanabhan, V.N.: RADAR: an in-building RF-based user location and tracking system. In: INFOCOM 2000, Proceedings of Nineteenth Joint Conference of the IEEE Computer and Communications Societies, vol. 2, pp. 775–784. IEEE (2000) Bahl, P., Padmanabhan, V.N.: RADAR: an in-building RF-based user location and tracking system. In: INFOCOM 2000, Proceedings of Nineteenth Joint Conference of the IEEE Computer and Communications Societies, vol. 2, pp. 775–784. IEEE (2000)
3.
go back to reference Čapkun, S., Hamdi, M., Hubaux, J.P.: GPS-free positioning in mobile ad hoc networks. Cluster Comput. 5(2), 157–167 (2002) Čapkun, S., Hamdi, M., Hubaux, J.P.: GPS-free positioning in mobile ad hoc networks. Cluster Comput. 5(2), 157–167 (2002)
4.
go back to reference Chen, L.H., Wu, H.K., Jin, M.H., Chen, G.H.: Intelligent fusion of Wi-Fi and inertial sensor-based positioning systems for indoor pedestrian navigation. Sens. J. IEEE 14(11), 4034–4042 (2014) Chen, L.H., Wu, H.K., Jin, M.H., Chen, G.H.: Intelligent fusion of Wi-Fi and inertial sensor-based positioning systems for indoor pedestrian navigation. Sens. J. IEEE 14(11), 4034–4042 (2014)
5.
go back to reference Hu, Y., Liao, X., Lu, Q., Xu, S., Zhu, W.: A segment-based fusion algorithm of WiFi fingerprinting and pedestrian dead reckoning. In: 2016 IEEE/CIC International Conference on Communications in China (ICCC), pp. 1–6, July 2016 Hu, Y., Liao, X., Lu, Q., Xu, S., Zhu, W.: A segment-based fusion algorithm of WiFi fingerprinting and pedestrian dead reckoning. In: 2016 IEEE/CIC International Conference on Communications in China (ICCC), pp. 1–6, July 2016
6.
go back to reference Kourogi, M., Ishikawa, T., Kurata, T.: A method of pedestrian dead reckoning using action recognition. In: Position Location and Navigation Symposium, pp. 85–89 (2010) Kourogi, M., Ishikawa, T., Kurata, T.: A method of pedestrian dead reckoning using action recognition. In: Position Location and Navigation Symposium, pp. 85–89 (2010)
7.
go back to reference Peterson, L.: K-nearest neighbor. Scholarpedia 4(2), 1883 (2009) Peterson, L.: K-nearest neighbor. Scholarpedia 4(2), 1883 (2009)
8.
go back to reference Tran, Q., Tantra, J.W., Foh, C.H., Tan, A.H., Yow, K.C., Qiu, D.: Wireless indoor positioning system with enhanced nearest neighbors in signal space algorithm. In: Vehicular Technology Conference, VTC-2006 Fall, pp. 1–5. IEEE (2006) Tran, Q., Tantra, J.W., Foh, C.H., Tan, A.H., Yow, K.C., Qiu, D.: Wireless indoor positioning system with enhanced nearest neighbors in signal space algorithm. In: Vehicular Technology Conference, VTC-2006 Fall, pp. 1–5. IEEE (2006)
Metadata
Title
A Sliding Window Fusion Location Algorithm Based on WI-FI/PDR
Authors
Ning-Xin Zhou
Xin-Yue Fan
Peng-Cheng Xia
Fei Zhou
Copyright Year
2019
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-6571-2_316