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2022 | OriginalPaper | Chapter

5. Data Communication-Edge, Fog, and Cloud Computing

Authors : Surjya Kanta Pal, Debasish Mishra, Arpan Pal, Samik Dutta, Debashish Chakravarty, Srikanta Pal

Published in: Digital Twin – Fundamental Concepts to Applications in Advanced Manufacturing

Publisher: Springer International Publishing

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Abstract

Industry 4.0 is aimed at connecting the machine, materials, and other infrastructure through data collected from the sensors. The data acquired from the sensors will be utilised to monitor, diagnose, predict, control, optimize plant operations, etc. Because the number of connected devices is going to be huge, the amount of data will also be large.

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Bonomi F, Milito R, Zhu J, Addepalli S (2012) Fog computing and its role in the internet of things. In: Proceedings of the first edition of the MCC workshop on mobile cloud computing—MCC ’12, p 13. https://doi.org/10.1145/2342509.2342513

Chowdhury NMMK, Boutaba R (2010) A survey of network virtualization. Comput Netw 54:862–876. https://doi.org/10.1016/j.comnet.2009.10.017CrossRefMATH

Pal A, Purushothaman B (2016) IOT Technical challenges and solutions. Artech House

Pal A (2015) Internet of things: making the hype a reality. IT Prof 17:2–4. https://doi.org/10.1109/MITP.2015.36CrossRef

Purusottam B, Misra P, Pal A (2013) Software platforms for internet of things and M2M. J Indian Inst Sci Multidiscip Rev J 93:487–497

Zheng P, Wang H, Sang Z et al (2018) Smart manufacturing systems for Industry 4.0: conceptual framework, scenarios, and future perspectives. Front Mech Eng 13:137–150. https://doi.org/10.1007/s11465-018-0499-5CrossRef

Xiaoli X, Yunbo Z, Guoxin W (2011) Design of intelligent internet of things for equipment maintenance. In: 2011 Fourth international conference on intelligent computation technology and automation. IEEE, pp 509–511

Nagorny K, Lima-Monteiro P, Barata J, Colombo AW (2017) Big data analysis in smart manufacturing: a review. Int J Commun Netw Syst Sci 10:31–58. https://doi.org/10.4236/ijcns.2017.103003CrossRef

Bittman T (2019) Exploring the edge: 12 frontiers of edge computing

10.

Gubbi J, Buyya R, Marusic S, Palaniswami M (2013) Internet of things (IoT): a vision, architectural elements, and future directions. Futur Gener Comput Syst 29:1645–1660. https://doi.org/10.1016/j.future.2013.01.010CrossRef

11.

Bonomi F, Milito R, Zhu J, Addepalli S (2012) Fog computing and its role in the internet of things. In: Proceedings of the first edition of the MCC workshop on Mobile cloud computing—MCC ’12. ACM Press, New York, New York, USA, p 13

12.

Georgakopoulos D, Jayaraman PP, Fazia M et al (2016) Internet of things and edge cloud computing roadmap for manufacturing. IEEE Cloud Comput 3:66–73. https://doi.org/10.1109/MCC.2016.91CrossRef

13.

Latvakoski J, Alaya M, Ganem H et al (2014) Towards horizontal architecture for autonomic M2M service networks. Futur Internet 6:261–301. https://doi.org/10.3390/fi6020261CrossRef

14.

Dey S, Mukherjee A, Paul HS, Pal A (2013) Challenges of using edge devices in IoT computation grids. In: 2013 international conference on parallel and distributed systems. IEEE, pp 564–569

15.

Cheng Y, Wang D, Zhou P, Zhang T (2018) Model compression and acceleration for deep neural networks: the principles, progress, and challenges. IEEE Signal Process Mag 35:126–136. https://doi.org/10.1109/MSP.2017.2765695CrossRef

16.

Cheng Y, Wang D, Zhou P, Zhang T (2017) A survey of model compression and acceleration for deep neural networks

17.

Giraud-Carrier CG (2000) A note on the utility of incremental learning. AI Commun 13:1–9MATH

18.

Goldberg AB, Zhu X, Furger A, Xu J-M (2011) OASIS: online active semi-supervised learning. In: Proceedings of the twenty-fifth AAAI conference on artificial intelligence. pp 362–367

19.

Li T, Sahu AK, Talwalkar A, Smith V (2020) Federated learning: challenges, methods, and future directions. IEEE Signal Process Mag 37:50–60. https://doi.org/10.1109/MSP.2020.2975749CrossRef

Title: Data Communication-Edge, Fog, and Cloud Computing
Authors: Surjya Kanta Pal
Debasish Mishra
Arpan Pal
Samik Dutta
Debashish Chakravarty
Srikanta Pal
Publisher: Springer International Publishing
Book: Digital Twin – Fundamental Concepts to Applications in Advanced Manufacturing
Print ISBN: 978-3-030-81814-2

Electronic ISBN: 978-3-030-81815-9

Copyright Year: 2022
DOI: https://doi.org/10.1007/978-3-030-81815-9_5

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