Skip to main content

2016 | OriginalPaper | Buchkapitel

Industrial IoT Gateway with Machine Learning for Smart Manufacturing

verfasst von : Tomáš Lojka, Martin Miškuf, Iveta Zolotová

Erschienen in: Advances in Production Management Systems. Initiatives for a Sustainable World

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Working together is important aspect of future industry. Therefore, technologies like Internet of Things (IoT), cloud computing, SOA give rise to another industrial revolution. We propose here a concept definition, which focuses on data acquisition, integration and predictive control in the industry. The concept consists of industrial IoT gateway, cloud services and machine learning services. We used machine learning to verify our data acquisition solution and we implemented prediction control as a cloud service. Finally, proposed solution will exceed boundaries inside ICS (Information and Control System), improve flexibility, interoperability and test plant prediction control in smart manufacturing.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Atzori, L., Iera, A., Morabito, G.: The internet of things: a survey. Comput. Netw. 54(15), 2787–2805 (2010)CrossRefMATH Atzori, L., Iera, A., Morabito, G.: The internet of things: a survey. Comput. Netw. 54(15), 2787–2805 (2010)CrossRefMATH
2.
Zurück zum Zitat Li, J., Biennier, F., Ghedira, C.: An agile governance method for multi-tier industrial architecture. In: Frick, J., Laugen, B.T. (eds.) APMS 2011. IAICT, vol. 384, pp. 506–513. Springer, Heidelberg (2012). doi:10.1007/978-3-642-33980-6_55 Li, J., Biennier, F., Ghedira, C.: An agile governance method for multi-tier industrial architecture. In: Frick, J., Laugen, B.T. (eds.) APMS 2011. IAICT, vol. 384, pp. 506–513. Springer, Heidelberg (2012). doi:10.​1007/​978-3-642-33980-6_​55
3.
Zurück zum Zitat Kaihara, T., Kokuryo, D., Kuik, S.: A proposal of value co-creative production with IoT-based thinking factory concept for Tailor-made rubber products. In: Umeda, S., Nakano, M., Mizuyama, H., Hibino, H., Kiritsis, D., Cieminski, G. (eds.) APMS 2015. IAICT, vol. 460, pp. 67–73. Springer, Heidelberg (2015). doi:10.1007/978-3-319-22759-7_8 CrossRef Kaihara, T., Kokuryo, D., Kuik, S.: A proposal of value co-creative production with IoT-based thinking factory concept for Tailor-made rubber products. In: Umeda, S., Nakano, M., Mizuyama, H., Hibino, H., Kiritsis, D., Cieminski, G. (eds.) APMS 2015. IAICT, vol. 460, pp. 67–73. Springer, Heidelberg (2015). doi:10.​1007/​978-3-319-22759-7_​8 CrossRef
4.
Zurück zum Zitat Zuehlke, D.: SmartFactory-towards a factory-of-things. Ann. Rev. Control 34(1), 129–138 (2010)CrossRef Zuehlke, D.: SmartFactory-towards a factory-of-things. Ann. Rev. Control 34(1), 129–138 (2010)CrossRef
5.
Zurück zum Zitat Brizzi, P., Conzon, D., Khaleel, H., Tomasi, R., Pastrone, C., Spirito, A., Knechtel, M., Pramudianto, F., Cultrona, P.: Bringing the internet of things along the manufacturing line: a case study in controlling industrial robot and monitoring energy consumption remotely. In: 2013 IEEE 18th Conference on Emerging Technologies and Factory Automation (ETFA), pp. 1–8. IEEE (2013) Brizzi, P., Conzon, D., Khaleel, H., Tomasi, R., Pastrone, C., Spirito, A., Knechtel, M., Pramudianto, F., Cultrona, P.: Bringing the internet of things along the manufacturing line: a case study in controlling industrial robot and monitoring energy consumption remotely. In: 2013 IEEE 18th Conference on Emerging Technologies and Factory Automation (ETFA), pp. 1–8. IEEE (2013)
6.
Zurück zum Zitat Spiess, P., Karnouskos, S., Guinard, D., Savio, D., Baecker, O., De Souza, L.M.S., Trifa, V.: SOA-based integration of the internet of things in enterprise services. In: International Conference on Web Services, pp. 968–975. IEEE (2009) Spiess, P., Karnouskos, S., Guinard, D., Savio, D., Baecker, O., De Souza, L.M.S., Trifa, V.: SOA-based integration of the internet of things in enterprise services. In: International Conference on Web Services, pp. 968–975. IEEE (2009)
7.
Zurück zum Zitat Kulvatunyou, B.S., Cho, H., Son, Y.J.: A semantic web service framework to support intelligent distributed manufacturing. Int. J. Knowl. Based Intell. Eng. Syst. 9(2), 107–127 (2005)CrossRef Kulvatunyou, B.S., Cho, H., Son, Y.J.: A semantic web service framework to support intelligent distributed manufacturing. Int. J. Knowl. Based Intell. Eng. Syst. 9(2), 107–127 (2005)CrossRef
8.
Zurück zum Zitat Lojka, T., Bundzel, M., Zolotová, I.: Industrial gateway for data acquisition and remote control. Acta Electrotechnica et Informatica 15(2), 43–48 (2015)CrossRef Lojka, T., Bundzel, M., Zolotová, I.: Industrial gateway for data acquisition and remote control. Acta Electrotechnica et Informatica 15(2), 43–48 (2015)CrossRef
9.
Zurück zum Zitat Schuh, G., Potente, T., Thomas, C., Hauptvogel, A.: Cyber-physical production management. In: Prabhu, V., Taisch, M., Kiritsis, D. (eds.) APMS 2013. IAICT, vol. 415, pp. 477–484. Springer, Heidelberg (2013). doi:10.1007/978-3-642-41263-9_59 CrossRef Schuh, G., Potente, T., Thomas, C., Hauptvogel, A.: Cyber-physical production management. In: Prabhu, V., Taisch, M., Kiritsis, D. (eds.) APMS 2013. IAICT, vol. 415, pp. 477–484. Springer, Heidelberg (2013). doi:10.​1007/​978-3-642-41263-9_​59 CrossRef
10.
Zurück zum Zitat Zolotová, I., Bundzel, M., Lojka, T.: Industry IoT gateway for cloud connectivity. In: Umeda, S., Nakano, M., Mizuyama, H., Hibino, H., Kiritsis, D., Cieminski, G. (eds.) APMS 2015. IAICT, vol. 460, pp. 59–66. Springer, Heidelberg (2015). doi:10.1007/978-3-319-22759-7_7 CrossRef Zolotová, I., Bundzel, M., Lojka, T.: Industry IoT gateway for cloud connectivity. In: Umeda, S., Nakano, M., Mizuyama, H., Hibino, H., Kiritsis, D., Cieminski, G. (eds.) APMS 2015. IAICT, vol. 460, pp. 59–66. Springer, Heidelberg (2015). doi:10.​1007/​978-3-319-22759-7_​7 CrossRef
11.
Zurück zum Zitat Tarkoma, S., Ailisto, H.: The internet of things program: the finnish perspective. IEEE Commun. Mag. 51(3), 10–11 (2013)CrossRef Tarkoma, S., Ailisto, H.: The internet of things program: the finnish perspective. IEEE Commun. Mag. 51(3), 10–11 (2013)CrossRef
12.
Zurück zum Zitat Bloem, J., van Doorn, M., Duivestein, S., Excoffier, D., Maas, R., van Ommeren, E.: The Fourth Industrial Revolution. Things to Tighten the Link Between IT and OT (2014) Bloem, J., van Doorn, M., Duivestein, S., Excoffier, D., Maas, R., van Ommeren, E.: The Fourth Industrial Revolution. Things to Tighten the Link Between IT and OT (2014)
13.
Zurück zum Zitat Lee, J., Bagheri, B., Kao, H.A.: A cyber-physical systems architecture for industry 4.0-based manufacturing systems. Manuf. Lett. 3, 18–23 (2015)CrossRef Lee, J., Bagheri, B., Kao, H.A.: A cyber-physical systems architecture for industry 4.0-based manufacturing systems. Manuf. Lett. 3, 18–23 (2015)CrossRef
14.
Zurück zum Zitat Lojka, T., Zolotová, I.: Improvement of human-plant interactivity via industrial cloud-based supervisory control and data acquisition system. In: Grabot, B., Vallespir, B., Gomes, S., Bouras, A., Kiritsis, D. (eds.) APMS 2014. IAICT, vol. 440, pp. 83–90. Springer, Heidelberg (2014). doi:10.1007/978-3-662-44733-8_11 Lojka, T., Zolotová, I.: Improvement of human-plant interactivity via industrial cloud-based supervisory control and data acquisition system. In: Grabot, B., Vallespir, B., Gomes, S., Bouras, A., Kiritsis, D. (eds.) APMS 2014. IAICT, vol. 440, pp. 83–90. Springer, Heidelberg (2014). doi:10.​1007/​978-3-662-44733-8_​11
15.
Zurück zum Zitat Jammes, F., Smit, H.: Service-oriented paradigms in industrial automation. IEEE Trans. Industr. Inf. 1(1), 62–70 (2005)CrossRef Jammes, F., Smit, H.: Service-oriented paradigms in industrial automation. IEEE Trans. Industr. Inf. 1(1), 62–70 (2005)CrossRef
Metadaten
Titel
Industrial IoT Gateway with Machine Learning for Smart Manufacturing
verfasst von
Tomáš Lojka
Martin Miškuf
Iveta Zolotová
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-51133-7_89