Skip to main content
Erschienen in: Wireless Networks 8/2015

01.11.2015

An RSSI-based localization algorithm for outliers suppression in wireless sensor networks

verfasst von: Rencheng Jin, Zhiping Che, Hao Xu, Zhen Wang, Liding Wang

Erschienen in: Wireless Networks | Ausgabe 8/2015

Einloggen

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

search-config
loading …

Abstract

Node localization technology is one of the most important technologies in wireless sensor networks. Due to the advantages of saving and convenience, received signal strength indication (RSSI) technology is widely taken to measure the distance between the sensor nodes, and then trilateral localization algorithm which is one of the classic algorithms can calculate the position result quickly. However, the result always comes with an irregularly wide error. Environment, temperature and electromagnetism are generally considered the interference factors, which have been widely researched. From another angle, this study focuses on the error of the algorithm itself, and discusses the stability of equations. A trilateral localization algorithm for outliers suppression is proposed. Through a large number of simulation, it is demonstrated that the proposed algorithm has a good performance than classic trilateral algorithm based-on the nearest three anchor nodes. A significant meaning of this research is that the deepest source of gross errors has been found when we use classic trilateral algorithm.

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 Gracioli, G., Frohlich, A. A., Pires, R. P., & Wanner, L. (2011). Evaluation of an RSSI-based location algorithm for wireless sensor networks. Latin America Transactions, IEEE (Revista IEEE America Latina), 9(1), 830–835.CrossRef Gracioli, G., Frohlich, A. A., Pires, R. P., & Wanner, L. (2011). Evaluation of an RSSI-based location algorithm for wireless sensor networks. Latin America Transactions, IEEE (Revista IEEE America Latina), 9(1), 830–835.CrossRef
2.
Zurück zum Zitat Jang, S.-W., Cho, S.-Y., & Lee, G.-S. (2014). An intelligent guardrail context-awareness system based on acceleration sensors in ubiquitous sensor networks. International Journal of Distributed Sensor Networks, 2014, 1–10. Jang, S.-W., Cho, S.-Y., & Lee, G.-S. (2014). An intelligent guardrail context-awareness system based on acceleration sensors in ubiquitous sensor networks. International Journal of Distributed Sensor Networks, 2014, 1–10.
3.
Zurück zum Zitat Longkang, W., Baisheng, N., Ruming, Z., Shengrui, Z., & Hailong, L. (2011). ZigBee-based positioning system for coal miners. Procedia Engineering, 26, 2406–2414.CrossRef Longkang, W., Baisheng, N., Ruming, Z., Shengrui, Z., & Hailong, L. (2011). ZigBee-based positioning system for coal miners. Procedia Engineering, 26, 2406–2414.CrossRef
4.
Zurück zum Zitat Medina, C., Segura, J. C., & de la Torre, A. (2013). Accurate time synchronization of ultrasonic TOF measurements in IEEE 802.15.4 based wireless sensor networks. Ad Hoc Networks, 11(1), 442–452.CrossRef Medina, C., Segura, J. C., & de la Torre, A. (2013). Accurate time synchronization of ultrasonic TOF measurements in IEEE 802.15.4 based wireless sensor networks. Ad Hoc Networks, 11(1), 442–452.CrossRef
5.
Zurück zum Zitat Gungor, V. C., Lu, B., & Hancke, G. P. (2010). Opportunities and challenges of wireless sensor networks in smart grid. IEEE Transactions on Industrial Electronics, 57(10), 3557–3564.CrossRef Gungor, V. C., Lu, B., & Hancke, G. P. (2010). Opportunities and challenges of wireless sensor networks in smart grid. IEEE Transactions on Industrial Electronics, 57(10), 3557–3564.CrossRef
6.
Zurück zum Zitat Cheng, G. (2012). Accurate TOA-based UWB localization system in coal mine based on WSN. Physics Procedia, 24, 534–540.CrossRef Cheng, G. (2012). Accurate TOA-based UWB localization system in coal mine based on WSN. Physics Procedia, 24, 534–540.CrossRef
7.
Zurück zum Zitat Wei, Meng, Lihua, Xie, & Wendong, Xiao. (2013). Decentralized TDOA sensor pairing in multihop wireless sensor networks. IEEE Signal Processing Letters, 20(2), 181–184.CrossRef Wei, Meng, Lihua, Xie, & Wendong, Xiao. (2013). Decentralized TDOA sensor pairing in multihop wireless sensor networks. IEEE Signal Processing Letters, 20(2), 181–184.CrossRef
8.
Zurück zum Zitat Dakkak, M., Nakib, A., Daachi, B., Siarry, P., & Lemoine, J. (2011). Indoor localization method based on RTT and AOA using coordinates clustering. Computer Networks, 55(8), 1794–1803.CrossRef Dakkak, M., Nakib, A., Daachi, B., Siarry, P., & Lemoine, J. (2011). Indoor localization method based on RTT and AOA using coordinates clustering. Computer Networks, 55(8), 1794–1803.CrossRef
9.
Zurück zum Zitat Blumrosen, G., Hod, B., Anker, T., Dolev, D., & Rubinsky, B. (2013). Enhanced calibration technique for RSSI-based ranging in body area networks. Ad Hoc Networks, 11(1), 555–569.CrossRef Blumrosen, G., Hod, B., Anker, T., Dolev, D., & Rubinsky, B. (2013). Enhanced calibration technique for RSSI-based ranging in body area networks. Ad Hoc Networks, 11(1), 555–569.CrossRef
10.
Zurück zum Zitat Cho, H. H., Lee, R. H., & Park, J. G. (2011). Adaptive parameter estimation method for wireless localization using RSSI measurements. Journal of Electrical Engineering & Technology, 6(6), 883–887.CrossRef Cho, H. H., Lee, R. H., & Park, J. G. (2011). Adaptive parameter estimation method for wireless localization using RSSI measurements. Journal of Electrical Engineering & Technology, 6(6), 883–887.CrossRef
11.
Zurück zum Zitat Zhang, C., Zhou, X., Gao, C., & Wang, C. (2008). On improving the precision of localization with gross error removal. In 28th international conference on distributed computing systems workshops, 2008 . ICDCS’08 (pp. 144–149). IEEE. Zhang, C., Zhou, X., Gao, C., & Wang, C. (2008). On improving the precision of localization with gross error removal. In 28th international conference on distributed computing systems workshops, 2008 . ICDCS’08 (pp. 144–149). IEEE.
12.
Zurück zum Zitat Chen, Y. C., Sun, W. C., & Juang, J. C. (2010). Outlier detection technique for RSS-based localization problems in wireless sensor networks. In Proceedings of SICE annual conference, 2010 (pp. 657–662). IEEE. Chen, Y. C., Sun, W. C., & Juang, J. C. (2010). Outlier detection technique for RSS-based localization problems in wireless sensor networks. In Proceedings of SICE annual conference, 2010 (pp. 657–662). IEEE.
13.
Zurück zum Zitat Ahn, H. S., & Yu, W. (2009). Environmental-adaptive RSSI-based indoor localization. IEEE Transactions on Automation Science and Engineering, 6(4), 626–633.CrossRef Ahn, H. S., & Yu, W. (2009). Environmental-adaptive RSSI-based indoor localization. IEEE Transactions on Automation Science and Engineering, 6(4), 626–633.CrossRef
14.
Zurück zum Zitat Paul, A. S., & Wan, E. A. (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, A. S., & Wan, E. A. (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
15.
Zurück zum Zitat Wang, L., Wang, X., & Du, X. (2010). Some issues on WSN localization based on MLE. In 8th world congress on intelligent control and automation (WCICA), 2010 (pp. 796–800). IEEE. Wang, L., Wang, X., & Du, X. (2010). Some issues on WSN localization based on MLE. In 8th world congress on intelligent control and automation (WCICA), 2010 (pp. 796–800). IEEE.
16.
Zurück zum Zitat Wang, X., Yuan, S., Laur, R., & Lang, W. (2011). Dynamic localization based on spatial reasoning with RSSI in wireless sensor networks for transport logistics. Sensors and Actuators A-Physical, 171(2), 421–428.CrossRef Wang, X., Yuan, S., Laur, R., & Lang, W. (2011). Dynamic localization based on spatial reasoning with RSSI in wireless sensor networks for transport logistics. Sensors and Actuators A-Physical, 171(2), 421–428.CrossRef
17.
Zurück zum Zitat Rencheng, J., Bo, P., Lisha, M., & Teng, G. (2009). Research on localization method based on RSSI ranging-error compensation. In 5th international conference on wireless communications, networking and mobile computing, 2009 . WiCom’09 (pp. 1–3). IEEE. Rencheng, J., Bo, P., Lisha, M., & Teng, G. (2009). Research on localization method based on RSSI ranging-error compensation. In 5th international conference on wireless communications, networking and mobile computing, 2009 . WiCom’09 (pp. 1–3). IEEE.
18.
Zurück zum Zitat Lu, G., Krishnamachari, B., & Raghavendra, C. S. (2004). Performance evaluation of the IEEE 802.15.4 MAC for low-rate low-power wireless networks. In IEEE international conference on performance, computing, and communications, 2004 (pp. 701–706). IEEE. Lu, G., Krishnamachari, B., & Raghavendra, C. S. (2004). Performance evaluation of the IEEE 802.15.4 MAC for low-rate low-power wireless networks. In IEEE international conference on performance, computing, and communications, 2004 (pp. 701–706). IEEE.
19.
Zurück zum Zitat Mao, G. Q., Baris, F., & Brian, D. A. (2007). Wireless sensor network localization techniques. Computer Networks, 51, 2529–2553.MATHCrossRef Mao, G. Q., Baris, F., & Brian, D. A. (2007). Wireless sensor network localization techniques. Computer Networks, 51, 2529–2553.MATHCrossRef
Metadaten
Titel
An RSSI-based localization algorithm for outliers suppression in wireless sensor networks
verfasst von
Rencheng Jin
Zhiping Che
Hao Xu
Zhen Wang
Liding Wang
Publikationsdatum
01.11.2015
Verlag
Springer US
Erschienen in
Wireless Networks / Ausgabe 8/2015
Print ISSN: 1022-0038
Elektronische ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-015-0936-x

Weitere Artikel der Ausgabe 8/2015

Wireless Networks 8/2015 Zur Ausgabe

Neuer Inhalt