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
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The code is released as open source under a permissive license https://bitbucket.org/alessandrarizzardi/nos.
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References
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)
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)
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)
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
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
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)
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
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
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)
IOT-A project, http://www.iot-a.eu/
IOT-EST project, http://ict-iotest.eu/iotest/
European FP7 IoT@Work project, http://iot-at-work.eu
EBBITS project, http://www.ebbits-project.eu/
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
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)
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)
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
D. Boswarthick, O. Elloumi, O. Hersent, M2M Communications: A Systems Approach, 1st edn. (Wiley Publishing, 2012)
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
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)
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)
Usable trust in the Internet of Things, http://www.utrustit.eu/
BUTLER project, http://www.iot-butler.eu
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
P. Barnaghi, A. Sheth, On searching the internet of things: requirements and challenges. IEEE Intell. Syst. 31(6), 71–75 (2016)
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)
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
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
IBM and eurotech, mqtt v3.1 protocol specification, http://public.dhe.ibm.com/software/dw/webservices/ws-mqtt/mqtt-v3r1.html
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
A. Klein, W. Lehner, Representing data quality in sensor data streaming environments. J. Data Inf. Qual. 1(2), 10:1–10:28 (2009)
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
G. Tesauro, Practical Issues in Temporal Difference Learning (Springer, 1992)
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)
S. Sicari, A. Rizzardi, D. Miorandi, C. Cappiello, A. Coen-Porisini, Security policy enforcement for networked smart objects. Comput. Netw. 108, 133–147 (2016)
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)
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
Acknowledgements
This work is partially funded by the Department of Theoretical and Applied Sciences of University of Insubria (Varese, Italy).
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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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