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Industry 4.0 and Circular Economy Digitization and Applied Data Analytics

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An Introduction to Circular Economy

Abstract

In this chapter, we aim to inspire questions and discussion on why the circular economy is relevant to industries for ensuring sustainable growth and continuous improvement. We also will discuss some of the challenges faced by manufacturing industries in adopting circular economy practices, and how applied data analytics in the framework of Industry 4.0 can help in overcoming these.

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References

  1. Piccarozzi, M., Aquilani, B., & Gatti, C. (2018). Industry 4.0 in management studies: A systematic literature review. Sustainability (Switzerland), 10(10), 1–24. https://doi.org/10.3390/su10103821.

  2. Pwc industrie 4 0. (2014). Industry 4.0: Building the digital enterprise—PwC. Retrieved July 6, 2020, from https://www.pwc.com/gx/en/industries/industries-4.0/landing-page/industry-4.0-building-your-digital-enterprise-april-2016.pdf.

  3. Mcfarlane, D. (n.d.). Industrial internet of things applying IoT in the industrial context. Retrieved July 5, 2020, from https://www.ifm.eng.cam.ac.uk/uploads/DIAL/industrial-internet-of-things-report.pdf.

  4. Bello-Orgaz, G., Jung, J. J., & Camacho, D. (2016). Social big data: Recent achievements and new challenges. Information Fusion, 28, 45–59. https://doi.org/10.1016/j.inffus.2015.08.005.

    Article  Google Scholar 

  5. Cheng, B. (2012). Data fusion by using machine learning and computational intelligence techniques for medical image analysis and classification. Retrieved from https://scholarsmine.mst.edu/doctoral_dissertations/1974.

  6. Conway, J. (2015). The industrial internet of things: An evolution to a smart manufacturing enterprise. Retrieved from https://www.mhi.org/media/members/15373/131111777451441650.pdf.

  7. Holler, M., Uebernickel, F., & Brenner, W. (2016). Digital twin concepts in manufacturing industries—A literature review and avenues for further research. In 18th International Conference on Industrial Engineering (IJIE) (pp. 1–9).

    Google Scholar 

  8. Grieves, M. (2005). Product Lifecycle Management: The new paradigm for enterprises. International Journal Product Development, 2(1/2), 71–84.

    Google Scholar 

  9. Grieves, M. (2011). Virtually perfect: Driving innovative and lean products through product lifecycle management. Cocoa Beach, FL: Space Coast Press.

    Google Scholar 

  10. Digital, G. E. (n.d.). Digital twins and IIoT. GE Digital. Retrieved June 14, 2020, from https://www.ge.com/digital/blog/digital-twins-bridge-between-industrial-assets-and-digital-world.

  11. Bosch, P. (2020). Is the “Digital Twin” the new “Circular Win”? Yes, it is!: Madaster. Retrieved June 14, 2020, from https://www.madaster.com/en/newsroom/blog/digital-twin-new-circular-win-yes-it.

  12. Sauter, E., Lemmens, R., & Pauwels, P. (2018). CEO & CAMO ontologies: A circulation medium for materials in the construction industry. In R. Caspeele, L. Taerwe, & D. Frangopol (Eds.), Life-cycle analysis and assessment in civil engineering: towards an integrated vision (pp. 1645–1652). London: Taylor & Francis.

    Google Scholar 

  13. Corallo, A., Latino, M. E., Lazoi, M., Lettera, S., Marra, M., Verardi, S., et al. (2013). Defining product lifecycle management: A journey across features. definitions, and concepts. https://doi.org/10.1155/2013/170812.

    Article  Google Scholar 

  14. Spring, M., & Araujo, L. (2017). Product biographies in servitization and the circular economy. Industrial Marketing Management, 60, 126–137. https://doi.org/10.1016/j.indmarman.2016.07.001.

    Article  Google Scholar 

  15. Tauqeer, M. A., & Bang, K. E. (2018). Servitization: A model for the transformation of products into services through a utility-driven approach.. https://doi.org/10.3390/joitmc4040060.

    Article  Google Scholar 

  16. Gould, H. (2014). 10 things we learned in recent circular economy live chat. The Guardian. Retrieved from https://www.theguardian.com/sustainable-business/2014/oct/06/10-things-we-learned-in-recent-circular-economy-live-chat.

  17. Desing, H., Widmer, R., Beloin-Saint-Pierre, D., Hischier, R., & Wäger, P. (2019). Powering a sustainable and circular economy—An engineering approach to estimating renewable energy potentials within earth system boundaries. Energies, 12(24), 4723. https://doi.org/10.3390/en12244723.

    Article  Google Scholar 

  18. Microsoft Team Data Science Lifecycle. (2017). Retrieved July 07, 2020, from https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/overview.

  19. Gemignani, Z., Gemignani, C., Galentino, R., & Schuermann, P. (Eds.). (2015). Data fluency. Wiley. https://doi.org/10.1002/9781119182368.

  20. Ellen MacArthur Foundation. (2013). Towards the circular economy (vol. 1). Retrieved from https://www.ellenmacarthurfoundation.org/assets/downloads/publications/Ellen-MacArthur-Foundation-Towards-the-Circular-Economy-vol.1.pdf.

  21. Ellen MacArthur Foundation. (2017). Systems and the circular economy. Retrieved July 5, 2020, from Ellenmacarthurfoundation.org website: https://www.ellenmacarthurfoundation.org/explore/systems-and-the-circular-economy.

  22. Waldegrave, L. (2017). What is systems thinking? Retrieved June 29, 2020, from https://circular-impacts.eu/blog/2017/09/30/what-systems-thinking.

  23. Acaroglu, L. (2017). Tools for systems thinkers: The 6 fundamental concepts of systems thinking. Retrieved June 29, 2020, from https://medium.com/disruptive-design/tools-for-systems-thinkers-the-6-fundamental-concepts-of-systems-thinking-379cdac3dc6a.

  24. Verma, P. (2019). Urban pulse: The state of smart cities today (and tomorrow). Retrieved July 2, 2020 from https://www.delltechnologies.com/en-us/perspectives/urban-pulse-the-state-of-smart-cities-today-and-tomorrow/.

  25. Van Heddeghem, W., Lambert, S., Lannoo, B., & Demeester, P. (2014, September). Trends in worldwide ICT electricity consumption from 2007 to 2012. Retrieved July 5, 2020, from ResearchGate website: https://www.researchgate.net/publication/260438995_Trends_in_worldwide_ICT_electricity_consumption_from_2007_to_2012.

  26. CASI Project. (2020). Car sharing of electric vehicles Move About AB, Scandinavia. Retrieved July 5, 2020, from Futuresdiamond.com website: http://www.futuresdiamond.com/casi2020/casipedia/cases/car-sharing-of-electric-vehicles-move-about-ab-scandinavia/.

  27. Rosa, P., Sassanelli, C., Urbinati, A., Chiaroni, D., & Terzi, S. (2019) Assessing relations between Circular Economy and Industry 4.0: A systematic literature review. International Journal of Production Research. https://doi.org/10.1080/00207543.2019.1680896.

  28. Anbumozhi, V., & Kimura, F. (2018). Industry 4.0: Empowering ASEAN for the circular economy. © Economic Research Institute for ASEAN and East Asia. http://hdl.handle.net/11540/9381.

  29. Ziegler, C. (2015, January 5). Meet Gogoro, the outrageous electric scooter of the future. Retrieved July 5, 2020, from The Verge website: https://www.theverge.com/2015/1/5/7484171/gogoro-smartscooter-electric-scooter-removeable-battery.

  30. Green Action Plan for SMEs. (2016, July 5). Retrieved July 5, 2020, from European Commission website: https://ec.europa.eu/growth/smes/business-friendly-environment/green-action-plan_en.

  31. Maoz, M. (2013). How IT should deepen big data analysis to support customer-centricity. Gartner G00248980. Retrieved from https://www.gartner.com/en/documents/2531116/how-it-should-deepen-big-data-analysis-to-support-custom.

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Correspondence to Shruti Kulkarni .

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Krishnakumari, P.K., Kumar, H.D., Kulkarni, S., Sauter, E.M. (2021). Industry 4.0 and Circular Economy Digitization and Applied Data Analytics. In: Liu, L., Ramakrishna, S. (eds) An Introduction to Circular Economy. Springer, Singapore. https://doi.org/10.1007/978-981-15-8510-4_18

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  • DOI: https://doi.org/10.1007/978-981-15-8510-4_18

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  • Publisher Name: Springer, Singapore

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