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2021 | OriginalPaper | Chapter

An Intelligent Agent-Based Industrial IoT Framework for Time-Critical Data Stream Processing

Authors : Ines Gharbi, Kamel Barkaoui, Ben Ahmed Samir

Published in: Mobile, Secure, and Programmable Networking

Publisher: Springer International Publishing

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Abstract

The Industrial Internet of Things (IIoT) intends to speed up digital manufacturing transformation. As a crucial role, Industrial IoT aims to improve the performance and reliability of the processing of massive time-critical data continually generated by heterogeneous smart objects. To resolve these challenges, Industrial IoT incorporates the Fog computing paradigm to support intelligence near the Edge level as an additional alternative to Cloud computing. However, a Fog node allows dealing with only limited data processing, storage, and communications. Indeed, a heavy load processing task requires multiple Fog nodes to achieve its execution and may need an intelligent dynamic pooling of Cloud resources. In this paper, we propose PIAF (A Processing Intelligent Agent Running on Fog Infrastructure). An intelligent agent-based IIoT framework that runs on the Fog infrastructure to distribute the processing of time-critical data streams. We outline its several components and their interactions. Then, for this purpose, we model the PIAF framework using the Time Petri Nets modeling.

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Literature
1.
go back to reference Aazam, M., Zeadally, S., Harras, K.A.: Deploying fog computing in industrial internet of things and industry 4.0. IEEE Trans. Ind. Inform. 14(10), 4674–4682 (2018)CrossRef Aazam, M., Zeadally, S., Harras, K.A.: Deploying fog computing in industrial internet of things and industry 4.0. IEEE Trans. Ind. Inform. 14(10), 4674–4682 (2018)CrossRef
3.
go back to reference Mutlag, A.A., et al.: MAFC: multi-agent fog computing model for healthcare critical tasks management. Sensors 20(7), 1853 (2020)CrossRef Mutlag, A.A., et al.: MAFC: multi-agent fog computing model for healthcare critical tasks management. Sensors 20(7), 1853 (2020)CrossRef
4.
go back to reference Auliva, R.S., Sheu, R., Liang, D., Wang, W.: IIoT testbed: a DDS-based emulation tool for industrial IoT applications. In: 2018 International Conference on System Science and Engineering (ICSSE), pp. 1–4 (2018) Auliva, R.S., Sheu, R., Liang, D., Wang, W.: IIoT testbed: a DDS-based emulation tool for industrial IoT applications. In: 2018 International Conference on System Science and Engineering (ICSSE), pp. 1–4 (2018)
6.
go back to reference Barkaoui, K., Boucheneb, H., Hicheur, A.: Modelling and analysis of time-constrained flexible workflows with time recursive ecatnets. In: Bruni, R., Wolf, K. (eds.) Web Services and Formal Methods, pp. 19–36. Springer, Berlin, Heidelberg (2009)CrossRef Barkaoui, K., Boucheneb, H., Hicheur, A.: Modelling and analysis of time-constrained flexible workflows with time recursive ecatnets. In: Bruni, R., Wolf, K. (eds.) Web Services and Formal Methods, pp. 19–36. Springer, Berlin, Heidelberg (2009)CrossRef
7.
go back to reference Baumgärtel, H., Verbeet, R.: Service and agent based system architectures for industrie 4.0 systems. In: NOMS 2020–2020 IEEE/IFIP Network Operations and Management Symposium, pp. 1–6 (2020) Baumgärtel, H., Verbeet, R.: Service and agent based system architectures for industrie 4.0 systems. In: NOMS 2020–2020 IEEE/IFIP Network Operations and Management Symposium, pp. 1–6 (2020)
11.
go back to reference Giordano, A., Spezzano, G., Vinci, A.: Smart agents and fog computing for smart city applications. In: Alba, E., Chicano, F., Luque, G. (eds.) Smart Cities, pp. 137–146. Springer International Publishing, Cham (2016)CrossRef Giordano, A., Spezzano, G., Vinci, A.: Smart agents and fog computing for smart city applications. In: Alba, E., Chicano, F., Luque, G. (eds.) Smart Cities, pp. 137–146. Springer International Publishing, Cham (2016)CrossRef
13.
go back to reference Guth, J., Breitenbücher, U., Falkenthal, M., Leymann, F., Reinfurt, L.: Comparison of IoT platform architectures: a field study based on a reference architecture. In: 2016 Cloudification of the Internet of Things (CIoT), pp. 1–6, November 2016. DOIurl10.1109/CIOT.2016.7872918 Guth, J., Breitenbücher, U., Falkenthal, M., Leymann, F., Reinfurt, L.: Comparison of IoT platform architectures: a field study based on a reference architecture. In: 2016 Cloudification of the Internet of Things (CIoT), pp. 1–6, November 2016. DOIurl10.1109/CIOT.2016.7872918
20.
go back to reference Sinha, D., Roy, R.: Reviewing cyber-physical system as a part of smart factory in industry 4.0. IEEE Eng. Manage. Rev. 48(2), 103–117 (2020)CrossRef Sinha, D., Roy, R.: Reviewing cyber-physical system as a part of smart factory in industry 4.0. IEEE Eng. Manage. Rev. 48(2), 103–117 (2020)CrossRef
23.
go back to reference Tsinarakis, G.J., Spanoudakis, P.S., Arabatzis, G., Tsourveloudis, N.C., Doitsidis, L.: Implementation of a petri-net based digital twin for the development procedure of an electric vehicle. In: 2020 28th Mediterranean Conference on Control and Automation (MED), pp. 862–867, September 2020. https://doi.org/10.1109/MED48518.2020.9182784 Tsinarakis, G.J., Spanoudakis, P.S., Arabatzis, G., Tsourveloudis, N.C., Doitsidis, L.: Implementation of a petri-net based digital twin for the development procedure of an electric vehicle. In: 2020 28th Mediterranean Conference on Control and Automation (MED), pp. 862–867, September 2020. https://​doi.​org/​10.​1109/​MED48518.​2020.​9182784
Metadata
Title
An Intelligent Agent-Based Industrial IoT Framework for Time-Critical Data Stream Processing
Authors
Ines Gharbi
Kamel Barkaoui
Ben Ahmed Samir
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-67550-9_13

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