Skip to main content
Erschienen in: Wireless Personal Communications 4/2019

11.02.2019

Trust-Based IoT Cloud Participatory Sensing of Air Quality

verfasst von: Jia Guo, Ing-Ray Chen, Ding-Chau Wang, Jeffrey J. P. Tsai, Hamid Al-Hamadi

Erschienen in: Wireless Personal Communications | Ausgabe 4/2019

Einloggen

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

search-config
loading …

Abstract

In this paper we present a case study of IoT cloud participatory sensing where a user sends a query to the cloud about the air quality of a location at a particular time to decide if it should enter the location based on its susceptibility to the air quality detected. All IoT devices (e.g., smart phones carried by humans or smart cars driven by humans) capable of detecting air quality can act as participants and submit sensing reports to the cloud for sensing result aggregation. The major challenge is the selection of trustworthy participants because not all IoT devices will be trustworthy. We leverage a “Trust as a Service” (TaaS) cloud utility to address the issue of selecting trustworthy participants. Using real traces of ozone (O3) levels and mobility traces of users in the O3 community of interest (O3COI) group in the city of Houston, we demonstrate that TaaS outperforms contemporary IoT trust protocols in selecting trustworthy participants. We compare the performance of the TaaS cloud utility with two contemporary IoT trust protocols for supporting trust-based IoT participatory sensing applications. With the help of the TaaS cloud utility, a user in this O3COI group is able to obtain O3 readings very close to the ground truth O3 level despite 30% participants are untrustworthy.

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 Khan, W. Z., Xiang, Y., Aalsalem, M. Y., & Arshad, Q. (2013). Mobile phone sensing systems: A survey. IEEE Communications Surveys and Tutorials, 15(1), 402–427.CrossRef Khan, W. Z., Xiang, Y., Aalsalem, M. Y., & Arshad, Q. (2013). Mobile phone sensing systems: A survey. IEEE Communications Surveys and Tutorials, 15(1), 402–427.CrossRef
2.
Zurück zum Zitat Mousa, H., et al. (2015). Trust management and reputations systems in mobile participatory sensing applications: A survey. Computer Networks, 90, 49–73.CrossRef Mousa, H., et al. (2015). Trust management and reputations systems in mobile participatory sensing applications: A survey. Computer Networks, 90, 49–73.CrossRef
3.
Zurück zum Zitat Amintoosi, H., Kanhere, S. S., & Allahbakhsh, M. (2015). Trust-based privacy-aware participant selection in social participatory sensing. Journal of Information Security and Applications, 20, 11–25.CrossRef Amintoosi, H., Kanhere, S. S., & Allahbakhsh, M. (2015). Trust-based privacy-aware participant selection in social participatory sensing. Journal of Information Security and Applications, 20, 11–25.CrossRef
4.
Zurück zum Zitat Al-Hamadi, H., & Chen, I. R. (2017). Trust-based decision making for health IoT systems. IEEE Internet of Things Journal, 4(5), 1408–1419.CrossRef Al-Hamadi, H., & Chen, I. R. (2017). Trust-based decision making for health IoT systems. IEEE Internet of Things Journal, 4(5), 1408–1419.CrossRef
5.
Zurück zum Zitat Chen, I. R., Guo, J., Wang, D. C., Tsai, J. J. P., Al-Hamadi, H., & You, I. (2018). Trust as a service for IoT service management in smart cities. The 16th IEEE International Conference on Smart City, Exeter, UK, June 2018. Chen, I. R., Guo, J., Wang, D. C., Tsai, J. J. P., Al-Hamadi, H., & You, I. (2018). Trust as a service for IoT service management in smart cities. The 16th IEEE International Conference on Smart City, Exeter, UK, June 2018.
6.
Zurück zum Zitat Chen, I. R., Guo, J., & Bao, F. (2016). Trust management for SOA-based IoT and its application to service composition. IEEE Transactions on Services Computing, 9(3), 482–495.CrossRef Chen, I. R., Guo, J., & Bao, F. (2016). Trust management for SOA-based IoT and its application to service composition. IEEE Transactions on Services Computing, 9(3), 482–495.CrossRef
7.
Zurück zum Zitat Nitti, M., Girau, R., & Atzori, L. (2014). Trustworthiness management in the social internet of things. IEEE Transactions on Knowledge and Data Management, 26(5), 1253–1266.CrossRef Nitti, M., Girau, R., & Atzori, L. (2014). Trustworthiness management in the social internet of things. IEEE Transactions on Knowledge and Data Management, 26(5), 1253–1266.CrossRef
8.
Zurück zum Zitat Pires B. et al. (2015). Towards an in silico experimental platform for air quality: Houston, TX as a case study. In Computational social science society of America conference, Santa Fe, NM, USA. Pires B. et al. (2015). Towards an in silico experimental platform for air quality: Houston, TX as a case study. In Computational social science society of America conference, Santa Fe, NM, USA.
9.
Zurück zum Zitat Jøsang, A., & Ismail, R. (2002). The beta reputation system. Bled electronic commerce conference, Bled, Slovenia, pp. 1–14. Jøsang, A., & Ismail, R. (2002). The beta reputation system. Bled electronic commerce conference, Bled, Slovenia, pp. 1–14.
10.
Zurück zum Zitat Guo, J., Chen, I. R., & Tsai. J. J. P. (2017). A mobile cloud hierarchical trust management protocol for IoT systems, In 5th IEEE International Conference on Mobile Cloud Computing, Services, and Engineering, San Francisco, April 2017. Guo, J., Chen, I. R., & Tsai. J. J. P. (2017). A mobile cloud hierarchical trust management protocol for IoT systems, In 5th IEEE International Conference on Mobile Cloud Computing, Services, and Engineering, San Francisco, April 2017.
11.
Zurück zum Zitat Chen, I. R., Gu, B., George, S. E., & Cheng, S. T. (2005). On failure recoverability of client-server applications in mobile wireless environments. IEEE Transactions on Reliability, 54(1), 115–122.CrossRef Chen, I. R., Gu, B., George, S. E., & Cheng, S. T. (2005). On failure recoverability of client-server applications in mobile wireless environments. IEEE Transactions on Reliability, 54(1), 115–122.CrossRef
12.
Zurück zum Zitat Gu, B., & Chen, I. R. (2005). Performance analysis of location-aware mobile service proxies for reducing network cost in personal communication systems. Mobile Networks and Applications, 10(4), 453–463.CrossRef Gu, B., & Chen, I. R. (2005). Performance analysis of location-aware mobile service proxies for reducing network cost in personal communication systems. Mobile Networks and Applications, 10(4), 453–463.CrossRef
13.
Zurück zum Zitat Cheng, S. T., Chen, C. M., & Chen, I. R. (2000). Dynamic quota-based admission control with sub-rating in multimedia servers. Multimedia Systems, 8(2), 83–91.CrossRefMATH Cheng, S. T., Chen, C. M., & Chen, I. R. (2000). Dynamic quota-based admission control with sub-rating in multimedia servers. Multimedia Systems, 8(2), 83–91.CrossRefMATH
14.
Zurück zum Zitat Cheng, S. T., Chen, C. M., & Chen, I. R. (2003). Performance evaluation of an admission control algorithm: Dynamic threshold with negotiations. Performance Evaluation, 52(1), 1–13.CrossRef Cheng, S. T., Chen, C. M., & Chen, I. R. (2003). Performance evaluation of an admission control algorithm: Dynamic threshold with negotiations. Performance Evaluation, 52(1), 1–13.CrossRef
15.
Zurück zum Zitat Yilmaz, O., & Chen, I. R. (2009). Utilizing call admission control for pricing optimization of multiple service classes in wireless cellular networks. Computer Communications, 32(2), 317–323.CrossRef Yilmaz, O., & Chen, I. R. (2009). Utilizing call admission control for pricing optimization of multiple service classes in wireless cellular networks. Computer Communications, 32(2), 317–323.CrossRef
16.
Zurück zum Zitat Chen, I. R., Chen, T. M., & Lee, C. (2001). Agent-based forwarding strategies for reducing location management cost in mobile networks. Mobile Networks and Applications, 6(2), 105–115.CrossRefMATH Chen, I. R., Chen, T. M., & Lee, C. (2001). Agent-based forwarding strategies for reducing location management cost in mobile networks. Mobile Networks and Applications, 6(2), 105–115.CrossRefMATH
17.
Zurück zum Zitat Chen, I. R., & Wang, D. C. (1996). Analysis of replicated data with repair dependency. The Computer Journal, 39(9), 767–779.CrossRef Chen, I. R., & Wang, D. C. (1996). Analysis of replicated data with repair dependency. The Computer Journal, 39(9), 767–779.CrossRef
18.
Zurück zum Zitat Chen, I. R., Yilmaz, O., & Yen, I. L. (2006). Admission control algorithms for revenue optimization with QoS guarantees in mobile wireless networks. Wireless Personal Communications, 38(3), 357–376.CrossRef Chen, I. R., Yilmaz, O., & Yen, I. L. (2006). Admission control algorithms for revenue optimization with QoS guarantees in mobile wireless networks. Wireless Personal Communications, 38(3), 357–376.CrossRef
19.
Zurück zum Zitat Chen, I. R., & Bastani, F. B. (1991). Effect of artificial-intelligence planning procedures on system reliability. IEEE Transactions on Reliability, 40(3), 364–369.CrossRefMATH Chen, I. R., & Bastani, F. B. (1991). Effect of artificial-intelligence planning procedures on system reliability. IEEE Transactions on Reliability, 40(3), 364–369.CrossRefMATH
20.
Zurück zum Zitat Chen, I. R., Guo, J., Bao, F., & Cho, J. H. (2014). Trust management in mobile Ad Hoc networks for bias minimization and application performance maximization. Ad Hoc Networks, 19, 59–74.CrossRef Chen, I. R., Guo, J., Bao, F., & Cho, J. H. (2014). Trust management in mobile Ad Hoc networks for bias minimization and application performance maximization. Ad Hoc Networks, 19, 59–74.CrossRef
21.
Zurück zum Zitat Guo, J., Chen, I. R., & Tsai, J. J. P. (2017). A survey of trust computation models for service management in internet of things systems. Computer Communications, 97, 1–14.CrossRef Guo, J., Chen, I. R., & Tsai, J. J. P. (2017). A survey of trust computation models for service management in internet of things systems. Computer Communications, 97, 1–14.CrossRef
22.
Zurück zum Zitat Saied, Y. B., Olivereau, A., Zeghlache, D., & Laurent, M. (2013). Trust management system design for the internet of things: A context-aware and multi-service approach. Computers and Security, 39, 351–365.CrossRef Saied, Y. B., Olivereau, A., Zeghlache, D., & Laurent, M. (2013). Trust management system design for the internet of things: A context-aware and multi-service approach. Computers and Security, 39, 351–365.CrossRef
23.
Zurück zum Zitat Chen, I. R., Bao, F., & Guo, J. (2016). Trust-based service management for social internet of things systems. In IEEE transactions on dependable and secure computing, vol. 13, no. 6, Nov–Dec 2016, (pp. 684–696). Chen, I. R., Bao, F., & Guo, J. (2016). Trust-based service management for social internet of things systems. In IEEE transactions on dependable and secure computing, vol. 13, no. 6, Nov–Dec 2016, (pp. 684–696).
24.
Zurück zum Zitat Nitti, M., Atzori, L., & Cvijikj, I. P. (2015). Friendship selection in the social internet of things: Challenges and possible strategies. IEEE Internet of Things Journal, 2(3), 240–247.CrossRef Nitti, M., Atzori, L., & Cvijikj, I. P. (2015). Friendship selection in the social internet of things: Challenges and possible strategies. IEEE Internet of Things Journal, 2(3), 240–247.CrossRef
25.
Zurück zum Zitat Kamvar, S. D., Schlosser,M. T., & Garcia-Molina, H. The EigenTrust algorithm for reputation management in P2P networks. In 12th International conference on world wide web, Budapest, Hungary, 2003. Kamvar, S. D., Schlosser,M. T., & Garcia-Molina, H. The EigenTrust algorithm for reputation management in P2P networks. In 12th International conference on world wide web, Budapest, Hungary, 2003.
26.
Zurück zum Zitat Xiong, L., & Liu, L. (2004). PeerTrust: Supporting reputation-based trust for peer-to-peer electronic communities. In IEEE transaction on knowledge and data engineering 16, (pp. 843–857). Xiong, L., & Liu, L. (2004). PeerTrust: Supporting reputation-based trust for peer-to-peer electronic communities. In IEEE transaction on knowledge and data engineering 16, (pp. 843–857).
27.
Zurück zum Zitat Su, Z., Liu, L., Li, M., Fan, X., Zhou, Y. ServiceTrust: Trust management in service provision networks. In IEEE international conference on services computing, Santa Clara, CA, USA, 2013, pp. 272-279 Su, Z., Liu, L., Li, M., Fan, X., Zhou, Y. ServiceTrust: Trust management in service provision networks. In IEEE international conference on services computing, Santa Clara, CA, USA, 2013, pp. 272-279
28.
Zurück zum Zitat Wang, Y., Chen, I. R., & Wang, D. C. (2015). A survey of mobile cloud computing applications: Perspectives and challenges. Wireless Personal Communications, 80, 1607–1623.CrossRef Wang, Y., Chen, I. R., & Wang, D. C. (2015). A survey of mobile cloud computing applications: Perspectives and challenges. Wireless Personal Communications, 80, 1607–1623.CrossRef
Metadaten
Titel
Trust-Based IoT Cloud Participatory Sensing of Air Quality
verfasst von
Jia Guo
Ing-Ray Chen
Ding-Chau Wang
Jeffrey J. P. Tsai
Hamid Al-Hamadi
Publikationsdatum
11.02.2019
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 4/2019
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-019-06154-y

Weitere Artikel der Ausgabe 4/2019

Wireless Personal Communications 4/2019 Zur Ausgabe

Neuer Inhalt