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Toward Data Governance in the Internet of Things

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New Advances in the Internet of Things

Abstract

The diffusion of Internet of Things (IoT) technologies not only enables the provision of advanced and valuable services, but also raises several challenges. First of all, the increasing number of heterogeneous interconnected devices creates scalability and interoperability issues, and thus, a flexible middleware platform is needed to manage all the sources together with all the tasks related to data collection and integration. In fact, the large amount of data has to be properly managed. In particular, on the one hand, data have to be protected from security threats; on the other hand, it is necessary to consider that data are useful only if their quality is suitable for the processes in which they have to be used. For these reasons, it is important that applications/users that aim to exploit the collected data are aware of data quality and security levels in order to understand if data can be trusted and thus used. In this chapter, we present a distributed architecture for managing IoT data extraction and processing that also includes algorithms for the assessment of data quality and security levels of considered sources. A prototype of such an architecture has been realized; through a user interface, it is possible to access data services able to filter data from IoT devices on the basis of security and data quality requirements. The chapter describes the prototype and shows some experiments performed by using several real-time open data feeds characterized by different levels of reliability, quality and security.

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Notes

  1. 1.

    The code is released as open source under a permissive license https://bitbucket.org/alessandrarizzardi/nos.

  2. 2.

    http://nodejs.org/.

  3. 3.

    http://www.mongodb.org/.

  4. 4.

    http://mosquitto.org.

References

  1. D. Miorandi, S. Sicari, F. De Pellegrini, I. Chlamtac, Internet of things: vision, applications and research challenges. Ad Hoc Netw. 10(7), 1497–1516 (2012)

    Article  Google Scholar 

  2. S. Sicari, A. Rizzardi, L.A. Grieco, A. Coen-Porisini, Security, privacy and trust in internet of things: the road ahead. Comput. Netw. 76, 146–164 (2015)

    Article  Google Scholar 

  3. A. Coen Porisini, P. Colombo, S. Sicari, Privacy aware systems: from models to patterns, igi, global edn. (Industrial and Research Perspectives, Software Engineering for Secure Systems, 2011)

    Google Scholar 

  4. L. Berti-Equille, J. Borge-Holthoefer, Veracity of Data: From Truth Discovery Computation Algorithms to Models of Misinformation Dynamics, ser. Synthesis Lectures on Data Management. Morgan & Claypool Publishers, 2015. doi:10.2200/S00676ED1V01Y201509DTM042

  5. S. Sicari, A. Rizzardi, C. Cappiello, A. Coen-Porisini, A NFP model for internet of things applications, in Proceedings of IEEE WiMob, Larnaca, Cyprus, Oct 2014, pp. 164–171

    Google Scholar 

  6. S. Sicari, C. Cappiello, F.D. Pellegrini, D. Miorandi, A. Coen-Porisini, A security-and quality-aware system architecture for Internet of Things. Inf. Syst. Front. 1–13 (2014)

    Google Scholar 

  7. A. Rizzardi, D. Miorandi, S. Sicari, C. Cappiello, A. Coen-Porisini, Networked smart objects: moving data processing closer to the source, in 2nd EAI International Conference on IoT as a Service, Oct 2015

    Google Scholar 

  8. S. Sicari, A. Rizzardi, D. Miorandi, C. Cappiello, A. Coen-Porisini, A secure and quality-aware prototypical architecture for the internet of things. Inf. Syst. 58, 43–55 (2016). doi:10.1016/j.is.2016.02.003

  9. A. Al-Fuqaha, M. Guizani, M. Mohammadi, M. Aledhari, M. Ayyash, Internet of things: A survey on enabling technologies, protocols, and applications. IEEE Commun. Surv. Tutorials 17(4), 2347–2376, Fourthquarter (2015)

    Google Scholar 

  10. IOT-A project, http://www.iot-a.eu/

  11. IOT-EST project, http://ict-iotest.eu/iotest/

  12. European FP7 IoT@Work project, http://iot-at-work.eu

  13. EBBITS project, http://www.ebbits-project.eu/

  14. Z. Yang, Y. Yue, Y. Yang, Y. Peng, X. Wang, W. Liu, Study and application on the architecture and key technologies for iot, in 2011 International Conference on Multimedia Technology, 747–751 July 2011

    Google Scholar 

  15. M.A. Razzaque, M. Milojevic-Jevric, A. Palade, S. Clarke, Middleware for internet of things: a survey. IEEE Internet Things J. 3(1), 70–95 (2016)

    Google Scholar 

  16. M. Palattella, N. Accettura, X. Vilajosana, T. Watteyne, L. Grieco, G. Boggia, M. Dohler, Standardized protocol stack for the Internet of (important) Things. Commun. Surv. Tutorials IEEE 15(3), 1389–1406 (2013)

    Article  Google Scholar 

  17. I. Bagci, S. Raza, T. Chung, U. Roedig, T. Voigt, Combined secure storage and communication for the Internet of Things, in 2013 IEEE International Conference on Sensing, Communications and Networking, SECON 2013, New Orleans, LA, United States, 523–631 June 2013

    Google Scholar 

  18. D. Boswarthick, O. Elloumi, O. Hersent, M2M Communications: A Systems Approach, 1st edn. (Wiley Publishing, 2012)

    Google Scholar 

  19. D. Conzon, T. Bolognesi, P. Brizzi, A. Lotito, R. Tomasi, M. Spirito, The VIRTUS middleware: an XMPP based architecture for secure IoT communications, in 2012 21st International Conference on Computer Communications and Networks, ICCCN 2012, Munich, Germany, 1–6 July 2012

    Google Scholar 

  20. A. Gòmez-Goiri, P. Orduna, J. Diego, D.L. de Ipina, Otsopack: lightweight semantic framework for interoperable ambient intelligence applications. Comput. Hum. Behav. 30, 460–467 (2014)

    Article  Google Scholar 

  21. C.H. Liu, B. Yang, T. Liu, Efficient naming, addressing and profile services in internet-of-things sensory environments. Ad Hoc Netw. 18, 85–101 (2013)

    Article  Google Scholar 

  22. Usable trust in the Internet of Things, http://www.utrustit.eu/

  23. BUTLER project, http://www.iot-butler.eu

  24. A. Karkouch, H. Mousannif, H.A. Moatassime, T. Noel, Data quality in internet of things: A state-of-the-art survey. J. Netw. Comput. Appl. 73, 57 – 81 (2016), http://www.sciencedirect.com/science/article/pii/S1084804516301564

  25. P. Barnaghi, A. Sheth, On searching the internet of things: requirements and challenges. IEEE Intell. Syst. 31(6), 71–75 (2016)

    Article  Google Scholar 

  26. B. Guo, D. Zhang, Z. Wang, Z. Yu, X. Zhou, Opportunistic IoT: exploring the harmonious interaction between human and the internet of things. J. Netw. Comput. Appl. 36(6), 1531–1539 (2013)

    Article  Google Scholar 

  27. A. Metzger, C.-H. Chi, Y. Engel, A. Marconi, Research challenges on online service quality prediction for proactive adaptation, in Software Services and Systems Research—Results and Challenges (S-Cube), 2012 Workshop on European, June 2012, pp. 51–57

    Google Scholar 

  28. Y. Qin, Q.Z. Sheng, N. J. Falkner, S. Dustdar, H. Wang, A.V. Vasilakos, When things matter: A survey on data-centric internet of things. J. Netw. Comput. Appl. 64, 137–153 (2016), http://www.sciencedirect.com/science/article/pii/S1084804516000606

  29. IBM and eurotech, mqtt v3.1 protocol specification, http://public.dhe.ibm.com/software/dw/webservices/ws-mqtt/mqtt-v3r1.html

  30. C. Cappiello, F.A. Schreiber, Quality- and energy-aware data compression by aggregation in WSN data streams, in Proceedings of the 2009 IEEE International Conference on Pervasive Computing and Communications. (Washington, DC, USA: IEEE Computer Society, 2009), pp. 1–6

    Google Scholar 

  31. A. Klein, W. Lehner, Representing data quality in sensor data streaming environments. J. Data Inf. Qual. 1(2), 10:1–10:28 (2009)

    Google Scholar 

  32. T. Roosta, S. Shieh, S. Sastry, Taxonomy of security attacks in sensor networks and countermeasures, in The first IEEE International Conference on System Integration and Reliability Improvements, vol. 25 (2006) p. 94

    Google Scholar 

  33. G. Tesauro, Practical Issues in Temporal Difference Learning (Springer, 1992)

    Google Scholar 

  34. I. Mashal, O. Alsaryrah, T.-Y. Chung, C.-Z. Yang, W.-H. Kuo, D.P. Agrawal, Choices for interaction with things on Internet and underlying issues. Ad Hoc Netw. 28, 68–90 (2015)

    Article  Google Scholar 

  35. S. Sicari, A. Rizzardi, D. Miorandi, C. Cappiello, A. Coen-Porisini, Security policy enforcement for networked smart objects. Comput. Netw. 108, 133–147 (2016)

    Article  Google Scholar 

  36. A. Rizzardi, S. Sicari, D. Miorandi, A. Coen-Porisini, AUPS: an open source authenticated publish/subscribe system for the internet of things. Inf. Syst. 62, 29–41 (2016)

    Article  Google Scholar 

  37. S. Sicari, A. Rizzardi, D. Miorandi, A. Coen-Porisini, Internet of Things: security in the keys, in 12th ACM International Symposium on QoS and security for wireless and mobile networks, Malta, 129–133 2016

    Google Scholar 

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Acknowledgements

This work is partially funded by the Department of Theoretical and Applied Sciences of University of Insubria (Varese, Italy).

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Correspondence to Cinzia Cappiello .

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Sicari, S., Rizzardi, A., Cappiello, C., Miorandi, D., Coen-Porisini, A. (2018). Toward Data Governance in the Internet of Things. In: Yager, R., Pascual Espada, J. (eds) New Advances in the Internet of Things. Studies in Computational Intelligence, vol 715. Springer, Cham. https://doi.org/10.1007/978-3-319-58190-3_4

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  • DOI: https://doi.org/10.1007/978-3-319-58190-3_4

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