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Erschienen in: Journal of Medical Systems 11/2015

01.11.2015 | Patient Facing Systems

Big Data, Internet of Things and Cloud Convergence – An Architecture for Secure E-Health Applications

verfasst von: George Suciu, Victor Suciu, Alexandru Martian, Razvan Craciunescu, Alexandru Vulpe, Ioana Marcu, Simona Halunga, Octavian Fratu

Erschienen in: Journal of Medical Systems | Ausgabe 11/2015

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Abstract

Big data storage and processing are considered as one of the main applications for cloud computing systems. Furthermore, the development of the Internet of Things (IoT) paradigm has advanced the research on Machine to Machine (M2M) communications and enabled novel tele-monitoring architectures for E-Health applications. However, there is a need for converging current decentralized cloud systems, general software for processing big data and IoT systems. The purpose of this paper is to analyze existing components and methods of securely integrating big data processing with cloud M2M systems based on Remote Telemetry Units (RTUs) and to propose a converged E-Health architecture built on Exalead CloudView, a search based application. Finally, we discuss the main findings of the proposed implementation and future directions.
Literatur
1.
Zurück zum Zitat Kahn, E., Natural language processing, big data, bioinformatics and biology. Int. J. Biol. Biomed. Eng. 8:107–117, 2014. Kahn, E., Natural language processing, big data, bioinformatics and biology. Int. J. Biol. Biomed. Eng. 8:107–117, 2014.
2.
Zurück zum Zitat Ochian, A., Suciu, G., Fratu, O., and Suciu, V., Big data search for environmental telemetry. In: Communications and Networking (BlackSeaCom), IEEE International Black Sea Conference on, 182–184, 2014. Ochian, A., Suciu, G., Fratu, O., and Suciu, V., Big data search for environmental telemetry. In: Communications and Networking (BlackSeaCom), IEEE International Black Sea Conference on, 182–184, 2014.
3.
Zurück zum Zitat Vermesan, O., Friess, P., Guillemi, P., and Gusmeroli, S., Internet of things strategic research agenda. In: Internet of Things – Global Technological and Societal Trends. River Publishers, 2011. Vermesan, O., Friess, P., Guillemi, P., and Gusmeroli, S., Internet of things strategic research agenda. In: Internet of Things – Global Technological and Societal Trends. River Publishers, 2011.
4.
Zurück zum Zitat Suciu, G., Halunga, S., Fratu, O., Vasilescu, A., and Suciu, V., Study for renewable energy telemetry using a decentralized cloud M2M system. In: Wireless Personal Multimedia Communications (WPMC), IEEE 15th International Symposium on, 1–5, 2013. Suciu, G., Halunga, S., Fratu, O., Vasilescu, A., and Suciu, V., Study for renewable energy telemetry using a decentralized cloud M2M system. In: Wireless Personal Multimedia Communications (WPMC), IEEE 15th International Symposium on, 1–5, 2013.
5.
Zurück zum Zitat McFedries, P., The cloud is the computer. IEEE Spectr. 45(8):20–22, 2008.CrossRef McFedries, P., The cloud is the computer. IEEE Spectr. 45(8):20–22, 2008.CrossRef
6.
Zurück zum Zitat CISCO: visual networking index global mobile data traffic forecast 2014–2019, CISCO whitepaper, 2015. CISCO: visual networking index global mobile data traffic forecast 2014–2019, CISCO whitepaper, 2015.
7.
Zurück zum Zitat Hassan, M. M., Song, B., and Huh, E. N., A framework of sensor-cloud integration opportunities and challenges. In: Proceedings of International Conference Ubiquitous Information Management Communication, 618–626, 2009. Hassan, M. M., Song, B., and Huh, E. N., A framework of sensor-cloud integration opportunities and challenges. In: Proceedings of International Conference Ubiquitous Information Management Communication, 618–626, 2009.
8.
Zurück zum Zitat Fox, G. C., Kamburugamuve, S., and Hartman, R. D., Architecture and measured characteristics of a cloud based internet of things. In: IEEE Collaboration Technologies and Systems (CTS), International Conference on, 6–12, 2012 Fox, G. C., Kamburugamuve, S., and Hartman, R. D., Architecture and measured characteristics of a cloud based internet of things. In: IEEE Collaboration Technologies and Systems (CTS), International Conference on, 6–12, 2012
9.
Zurück zum Zitat Kranz, M., Holleis, P., and Schmidt, A., Embedded interaction - interacting with the internet of things. IEEE Internet Comput. 14(2):46–53, 2010.CrossRef Kranz, M., Holleis, P., and Schmidt, A., Embedded interaction - interacting with the internet of things. IEEE Internet Comput. 14(2):46–53, 2010.CrossRef
10.
Zurück zum Zitat Jara, A. J., Genoud, D., and Bocchi, Y., Sensors data fusion for smart cities with KNIME - a real experience in the SmartSantander Testbed. In: Internet of Things (WF-IoT), 2014 I.E. World Forum on, 173–174, 2014. Jara, A. J., Genoud, D., and Bocchi, Y., Sensors data fusion for smart cities with KNIME - a real experience in the SmartSantander Testbed. In: Internet of Things (WF-IoT), 2014 I.E. World Forum on, 173–174, 2014.
11.
Zurück zum Zitat McAfee, A., Brynjolfsson, E., Davenport, T. H., Patil, D. J., and Barton, D., Big data. The management revolution. Harv. Bus. Rev. 90(10):61–67, 2012. McAfee, A., Brynjolfsson, E., Davenport, T. H., Patil, D. J., and Barton, D., Big data. The management revolution. Harv. Bus. Rev. 90(10):61–67, 2012.
12.
Zurück zum Zitat The 3rd Generation Partnership Project (3GPP), TS 23.888 “System improvements for Machine-Type Communications (MTC),” Version 11.0.0, 2012 The 3rd Generation Partnership Project (3GPP), TS 23.888 “System improvements for Machine-Type Communications (MTC),” Version 11.0.0, 2012
13.
Zurück zum Zitat Venkatasubramanian, K. K., Banerjee, A., and Gupta, S. K. S., Pska: Usable and secure key agreement scheme for body area networks. IEEE Trans. Inf. Technol. Biomed. 14(1):60–68, 2010.CrossRefPubMed Venkatasubramanian, K. K., Banerjee, A., and Gupta, S. K. S., Pska: Usable and secure key agreement scheme for body area networks. IEEE Trans. Inf. Technol. Biomed. 14(1):60–68, 2010.CrossRefPubMed
14.
Zurück zum Zitat Banerjee, A., Gupta, S., Venkatasubramanian, K. K. PEES: Physiology-based End-to-End Security for mHealth. In: The Wireless Health Academic/Industry Conference, 1–8, 2013. Banerjee, A., Gupta, S., Venkatasubramanian, K. K. PEES: Physiology-based End-to-End Security for mHealth. In: The Wireless Health Academic/Industry Conference, 1–8, 2013.
15.
Zurück zum Zitat Bagade, P., Banerjee, A., Milazzo, J., and Gupta S. K. S., Protect your BSN: No Handshakes, just Namaste!. In: Proc. 2013 I.E. International Conference on Body Sensor Networks (BSN), 1–6, 2013. Bagade, P., Banerjee, A., Milazzo, J., and Gupta S. K. S., Protect your BSN: No Handshakes, just Namaste!. In: Proc. 2013 I.E. International Conference on Body Sensor Networks (BSN), 1–6, 2013.
16.
Zurück zum Zitat Ottenwälder, B., Koldehofe, B., Rothermel, K., and Ramachandran, U. MigCEP: operator migration for mobility driven distributed complex event processing. In: 7th ACM Int. Conf. Distributed Event-based Systems, 183–194, 2013. Ottenwälder, B., Koldehofe, B., Rothermel, K., and Ramachandran, U. MigCEP: operator migration for mobility driven distributed complex event processing. In: 7th ACM Int. Conf. Distributed Event-based Systems, 183–194, 2013.
17.
Zurück zum Zitat Zhu, J., Chan, D.S., Prabhu, M.S., Natarajan, P., Hao, H., and Bonomi, P., Improving web sites performance using edge servers in fog computing architecture. In: 7th IEEE International Symposium on Service Oriented System Engineering (SOSE), 320–23, 2013. Zhu, J., Chan, D.S., Prabhu, M.S., Natarajan, P., Hao, H., and Bonomi, P., Improving web sites performance using edge servers in fog computing architecture. In: 7th IEEE International Symposium on Service Oriented System Engineering (SOSE), 320–23, 2013.
18.
Zurück zum Zitat Nishio, T., Shinkuma, R., Takahashi, T., and Mandayam, N.B., Service-oriented heterogeneous resource sharing for optimizing service latency in mobile cloud. In: 1st ACM International Workshop on Mobile Cloud Computing & Networking, 19–26, 2013 Nishio, T., Shinkuma, R., Takahashi, T., and Mandayam, N.B., Service-oriented heterogeneous resource sharing for optimizing service latency in mobile cloud. In: 1st ACM International Workshop on Mobile Cloud Computing & Networking, 19–26, 2013
19.
Zurück zum Zitat Dsouza, C., Ahn, G.-J., and Taguinod, M., Policy-driven security management for fog computing: preliminary framework and a case study. In: 15th IEEE International Conference on Information Reuse and Integration (IRI), pp. 16--23 (2014) Dsouza, C., Ahn, G.-J., and Taguinod, M., Policy-driven security management for fog computing: preliminary framework and a case study. In: 15th IEEE International Conference on Information Reuse and Integration (IRI), pp. 16--23 (2014)
20.
Zurück zum Zitat Stojmenovic, I., and Sheng W., The fog computing paradigm: scenarios and security issues. In: Federated Conference on Computer Science and Information Systems (FedCSIS), 1–8 2014. Stojmenovic, I., and Sheng W., The fog computing paradigm: scenarios and security issues. In: Federated Conference on Computer Science and Information Systems (FedCSIS), 1–8 2014.
21.
Zurück zum Zitat Stolfo, S.J., Salem, M.B., and Keromytis, A.D., Fog computing: mitigating insider data theft attacks in the cloud. In: IEEE Symposium on Security and Privacy Workshops (SPW), 125–28, 2012. Stolfo, S.J., Salem, M.B., and Keromytis, A.D., Fog computing: mitigating insider data theft attacks in the cloud. In: IEEE Symposium on Security and Privacy Workshops (SPW), 125–28, 2012.
22.
Zurück zum Zitat Bonomi, F., Milito, R., Zhu, J., and Addepalli, S., Fog computing and its role in the internet of things. In: Proceedings of the first edition of the MCC workshop on Mobile cloud computing, 13–16, 2012. Bonomi, F., Milito, R., Zhu, J., and Addepalli, S., Fog computing and its role in the internet of things. In: Proceedings of the first edition of the MCC workshop on Mobile cloud computing, 13–16, 2012.
23.
Zurück zum Zitat Stojmenovic, I., Fog computing: a cloud to the ground support for smart things and machine-to-machine networks. In: Telecommunication Networks and Applications Conference (ATNAC), 117–22, 2014. Stojmenovic, I., Fog computing: a cloud to the ground support for smart things and machine-to-machine networks. In: Telecommunication Networks and Applications Conference (ATNAC), 117–22, 2014.
24.
Zurück zum Zitat Saad, W., Abbes, H., Jemni, M., and Cerin, C., Designing and implementing a cloud-hosted SaaS for data movement and sharing with SlapOS. Int. J. Big Data Intell. 1(2):18–35, 2014.CrossRef Saad, W., Abbes, H., Jemni, M., and Cerin, C., Designing and implementing a cloud-hosted SaaS for data movement and sharing with SlapOS. Int. J. Big Data Intell. 1(2):18–35, 2014.CrossRef
25.
Zurück zum Zitat Shah, T., Rabhi, F., and Ray, P., Investigating an ontology-based approach for big data analysis of inter-dependent medical and oral health conditions. In: Cluster Computing, 1–17, 2014. Shah, T., Rabhi, F., and Ray, P., Investigating an ontology-based approach for big data analysis of inter-dependent medical and oral health conditions. In: Cluster Computing, 1–17, 2014.
26.
Zurück zum Zitat Eckstein, R. Interactive search processes in complex work situations - a retrieval framework, In: University of Bamberg Press, vol. 10, 62–67, 2011. Eckstein, R. Interactive search processes in complex work situations - a retrieval framework, In: University of Bamberg Press, vol. 10, 62–67, 2011.
Metadaten
Titel
Big Data, Internet of Things and Cloud Convergence – An Architecture for Secure E-Health Applications
verfasst von
George Suciu
Victor Suciu
Alexandru Martian
Razvan Craciunescu
Alexandru Vulpe
Ioana Marcu
Simona Halunga
Octavian Fratu
Publikationsdatum
01.11.2015
Verlag
Springer US
Erschienen in
Journal of Medical Systems / Ausgabe 11/2015
Print ISSN: 0148-5598
Elektronische ISSN: 1573-689X
DOI
https://doi.org/10.1007/s10916-015-0327-y

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