Skip to main content
Erschienen in: Wireless Personal Communications 3/2017

19.09.2016

Link Quality Estimation for Adaptive Data Streaming in WSN

verfasst von: T. Jayasri, M. Hemalatha

Erschienen in: Wireless Personal Communications | Ausgabe 3/2017

Einloggen

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

search-config
loading …

Abstract

In an industrial environment, reliable data transmission between wireless sensor nodes is a challenging factor, because the link quality is constantly degraded by industrial EM noise and inter-technology interference. Data loss as a result of massive transmission over such degraded link significantly affects the network lifetime. Therefore, this work proposes link quality based adaptive data streaming as a solution for effective deployment of low power Zigbee. Initially to determine the quality using RSSI and LQI indicator, an enhanced link quality estimation technique (ELQET) is designed with an intuitive combination of the Kalman filter and fuzzy logic. The quality score returned by fuzzy utilizing four efficient link metrics PRR, ASNR, ALQI, and SA is further smoothened with exponential weighted moving average filter for stability. Consequently the estimated quality is categorized into good/poor quality to stream data at high/low transmission rate respectively between the LPC2148s via CC2550 transceiver. Here, two contrasting RSSI and LQI data sets are furnished as input to ELQET and categorized into good link with quality of about 61 % and poor link with a quality of about 50 %. The straight forward low computation technique is WSN propitious and exhibits high performance with RMSE of 0.0133. The environment adaptive data streaming enhance the quality of transmission accompanied by reducing energy and data loss.

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

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+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 "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 Abdul-Salaam, G., Abdullah, A. H., Anisi, M. H., Gani, A., & Alelaiwi, A. A. (2016). Comparative analysis of energy conservation approaches in hybrid wireless sensor networks data collection protocols. Telecommunication Systems, 61(1), 159–179.CrossRef Abdul-Salaam, G., Abdullah, A. H., Anisi, M. H., Gani, A., & Alelaiwi, A. A. (2016). Comparative analysis of energy conservation approaches in hybrid wireless sensor networks data collection protocols. Telecommunication Systems, 61(1), 159–179.CrossRef
2.
Zurück zum Zitat Shin, S. Y. (2013). Throughput analysis of IEEE 802.15.4 network under IEEE 802.11 network interference. International Journal of Electronics and Communications (AEU), 67, 686–689.CrossRef Shin, S. Y. (2013). Throughput analysis of IEEE 802.15.4 network under IEEE 802.11 network interference. International Journal of Electronics and Communications (AEU), 67, 686–689.CrossRef
3.
Zurück zum Zitat Hong-wei, H., You-zhi, X., Gidlund, M., & Hong-Ke, Z. (2010). Coexistence of 2.4 GHz sensor networks in home environment. The Journal of China Universities of Posts and Telecommunications, 17(1), 9–18.CrossRef Hong-wei, H., You-zhi, X., Gidlund, M., & Hong-Ke, Z. (2010). Coexistence of 2.4 GHz sensor networks in home environment. The Journal of China Universities of Posts and Telecommunications, 17(1), 9–18.CrossRef
4.
Zurück zum Zitat Azimi-sadjadi, B., Sexton, D., Liu, P., & Mahony, M. (2006). Interference effect on IEEE 802.15.4 performance. INSS 2006, Chicago, II. Azimi-sadjadi, B., Sexton, D., Liu, P., & Mahony, M. (2006). Interference effect on IEEE 802.15.4 performance. INSS 2006, Chicago, II.
5.
Zurück zum Zitat Tang, L., Wang, K.-C., Huang, Y., & Gu, F. (2007). Channel characterization and link quality assessment of IEEE 802.15.4—compliant radio for factory environments. IEEE Transactions on Industrial Informatics, 3(2), 99–110.CrossRef Tang, L., Wang, K.-C., Huang, Y., & Gu, F. (2007). Channel characterization and link quality assessment of IEEE 802.15.4—compliant radio for factory environments. IEEE Transactions on Industrial Informatics, 3(2), 99–110.CrossRef
6.
Zurück zum Zitat Lin, S., Zhang, J., Zhou, G., Gu, L., He, T., & Kovic, J. A. S. (2006). ATPC: Adaptive transmission power control for wireless sensor networks. SenSys’06, Boulder, Colorado, USA. Lin, S., Zhang, J., Zhou, G., Gu, L., He, T., & Kovic, J. A. S. (2006). ATPC: Adaptive transmission power control for wireless sensor networks. SenSys’06, Boulder, Colorado, USA.
7.
Zurück zum Zitat Ding, W., Tang, L., & Ji, S. (2016). Optimizing routing based on congestion control for wireless sensor networks. Wireless Networks, 22(3), 915–925.CrossRef Ding, W., Tang, L., & Ji, S. (2016). Optimizing routing based on congestion control for wireless sensor networks. Wireless Networks, 22(3), 915–925.CrossRef
8.
Zurück zum Zitat Boano, C. A., Zuniga, M. A., Voigt, T., Willig, A., & Romer K. (2010). The triangle metric: Fast link quality estimation for mobile wireless sensor networks. In 19th International conference on computer communications and networks (ICCCN), August 2010, ISSN 1095-2055. Boano, C. A., Zuniga, M. A., Voigt, T., Willig, A., & Romer K. (2010). The triangle metric: Fast link quality estimation for mobile wireless sensor networks. In 19th International conference on computer communications and networks (ICCCN), August 2010, ISSN 1095-2055.
9.
Zurück zum Zitat Chehri, A., & Mouftah, H. (2012). An empirical link-quality analysis for wireless sensor networks. In Proceedings of the 2012 international conference on computing, networking and communications (ICNC), January 30–February 2 (pp. 164–169). Maui, HI, USA. Chehri, A., & Mouftah, H. (2012). An empirical link-quality analysis for wireless sensor networks. In Proceedings of the 2012 international conference on computing, networking and communications (ICNC), January 30–February 2 (pp. 164–169). Maui, HI, USA.
10.
Zurück zum Zitat Qin, F., Dai, X., & Mitchell, J. E. (2013). Effective_SNR estimation for wireless sensor network using kalman filter. Ad Hoc Networks, 11, 944–958.CrossRef Qin, F., Dai, X., & Mitchell, J. E. (2013). Effective_SNR estimation for wireless sensor network using kalman filter. Ad Hoc Networks, 11, 944–958.CrossRef
11.
Zurück zum Zitat Baccour, N., Koubaa, A., Youssef, H., Jamaa, M. B., do Rosario, D., Alves, M., & Becker, L. B. (2010). F_LQE: A fuzzy link quality estimator for wireless sensor networks. In Wireless sensor networks, 7th European conference, EWSN 2010, Coimbra, Portugal, February 17–19, 2010 (pp. 240–255). Baccour, N., Koubaa, A., Youssef, H., Jamaa, M. B., do Rosario, D., Alves, M., & Becker, L. B. (2010). F_LQE: A fuzzy link quality estimator for wireless sensor networks. In Wireless sensor networks, 7th European conference, EWSN 2010, Coimbra, Portugal, February 17–19, 2010 (pp. 240–255).
12.
Zurück zum Zitat Baccour, N., Kouba, A., Jema, M. B., do Rosario, D., Youssef, H., Alves, M., et al. (2011). RadiaLE: A framework for designing and assessing link quality estimators in wireless sensor networks. Ad Hoc Networks, 9, 1165–1185.CrossRef Baccour, N., Kouba, A., Jema, M. B., do Rosario, D., Youssef, H., Alves, M., et al. (2011). RadiaLE: A framework for designing and assessing link quality estimators in wireless sensor networks. Ad Hoc Networks, 9, 1165–1185.CrossRef
13.
Zurück zum Zitat Chen, Y., & Terzis, A. (2009). Calibrating RSSI measurements for 802.15.4 radios. HINRG technical Report, 2009-10-29. Chen, Y., & Terzis, A. (2009). Calibrating RSSI measurements for 802.15.4 radios. HINRG technical Report, 2009-10-29.
14.
Zurück zum Zitat Anisi, M. H., & Abdullah, A. H. (2016). Efficient data reporting in intelligent transportation systems. Networks and Spatial Economics, 16(2), 1–20.MathSciNetCrossRef Anisi, M. H., & Abdullah, A. H. (2016). Efficient data reporting in intelligent transportation systems. Networks and Spatial Economics, 16(2), 1–20.MathSciNetCrossRef
15.
Zurück zum Zitat Anisi, M. H., Abdul-Salaam, G., Idris, M. Y. I., & Wahab, A. W. A. (2016). Energy harvesting and battery power based routing in wireless sensor networks. Wireless Networks, 1–18. Anisi, M. H., Abdul-Salaam, G., Idris, M. Y. I., & Wahab, A. W. A. (2016). Energy harvesting and battery power based routing in wireless sensor networks. Wireless Networks, 1–18.
16.
Zurück zum Zitat Baccour, N., Koubaa, A., Youssef, H., & Alves, M. (2015). Reliable link quality estimation in low-power wireless networks and its impact on tree-routing. Ad Hoc Networks, 27, 1–25.CrossRef Baccour, N., Koubaa, A., Youssef, H., & Alves, M. (2015). Reliable link quality estimation in low-power wireless networks and its impact on tree-routing. Ad Hoc Networks, 27, 1–25.CrossRef
17.
Zurück zum Zitat Lin, S., Zhou, G., Al-Hami, M., Whitehouse, K., Wu, Y., Stankovic, J. A., et al. (2015). Toward stable network performance in wireless sensor networks: A multilevel perspective. ACM Transactions on Sensor Networks (TOSN), 11(3), 42.CrossRef Lin, S., Zhou, G., Al-Hami, M., Whitehouse, K., Wu, Y., Stankovic, J. A., et al. (2015). Toward stable network performance in wireless sensor networks: A multilevel perspective. ACM Transactions on Sensor Networks (TOSN), 11(3), 42.CrossRef
18.
Zurück zum Zitat Senel, M., Chintalapudi, K., Lal, D., Keshavarzian, A., & Coyle, E. J. (2007). A Kalman filter based Link quality estimation scheme for wireless sensor networks. IEEE GLOBECOM 2007, 1930-529X. Senel, M., Chintalapudi, K., Lal, D., Keshavarzian, A., & Coyle, E. J. (2007). A Kalman filter based Link quality estimation scheme for wireless sensor networks. IEEE GLOBECOM 2007, 1930-529X.
19.
Zurück zum Zitat Anisi, M. H., Abdul-Salaam, G., & Abdullah, A. H. (2016). A survey of wireless sensor network approaches and their energy consumption for monitoring farm fields in precision agriculture. Precision Agriculture, 16(2), 216–238.CrossRef Anisi, M. H., Abdul-Salaam, G., & Abdullah, A. H. (2016). A survey of wireless sensor network approaches and their energy consumption for monitoring farm fields in precision agriculture. Precision Agriculture, 16(2), 216–238.CrossRef
20.
Zurück zum Zitat Jayasri, T., & Hemalatha, M. (2014). Link quality estimation using soft computing technique. Middle-East Journal of Scientific Research, 21(1), 158–168. Jayasri, T., & Hemalatha, M. (2014). Link quality estimation using soft computing technique. Middle-East Journal of Scientific Research, 21(1), 158–168.
21.
Zurück zum Zitat Mahmood, M. A., Seah, W. K. G., & Welch, I. (2015). Reliability in wireless sensor networks: A survey and challenges ahead. Computer Networks, 79, 166–187.CrossRef Mahmood, M. A., Seah, W. K. G., & Welch, I. (2015). Reliability in wireless sensor networks: A survey and challenges ahead. Computer Networks, 79, 166–187.CrossRef
Metadaten
Titel
Link Quality Estimation for Adaptive Data Streaming in WSN
verfasst von
T. Jayasri
M. Hemalatha
Publikationsdatum
19.09.2016
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 3/2017
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-016-3697-7

Weitere Artikel der Ausgabe 3/2017

Wireless Personal Communications 3/2017 Zur Ausgabe

Neuer Inhalt