New Information Technologies to Support the Development of the Circular Economy in the Framework of Industry 5.0
Sandra Lovrenčić – University of Zagreb, Faculty of Organization and Informatics, Pavlinska 2, Varaždin, Croatia
Iva Gregurec – University of Zagreb, Faculty of Organization and Informatics, Pavlinska 2, Varaždin, Croatia
Ključne riječi:
Umjetna inteligencija;
Kružna ekonomija;
Industrija 5.0;
Održivost
Keywords:
Artificial intelligence;
Circular economy;
Industry 5.0;
Sustainability
Sažetak: Potreba za očuvanjem resursa za buduće generacije pokrenula je koncept industrije 5.0, a u sklopu njega naglašena je i kružna (cirkularna) ekonomija kao jedan od ključnih elemenata ostvarivanja održivosti. Industrija 4.0 naglasak stavlja na digitalizaciju i tehnologije umjetne inteligencije, dok industrija 5.0 u središte stavlja čovjekocentrično poslovanje, održivost i otpornost. No, uloga informacijske tehnologije u postizanju tih ciljeva je neosporna, i to kao podrška promjeni koja je nužna u poslovnim modelima organizacija. U radu se istražuje uloga novih informacijskih tehnologija u ostvarivanju kružne ekonomije, s fokusom na ulogu umjetne inteligencije. Analizirani su glavni smjerovi istraživanja vezani uz informacijsku tehnologiju i kružnu ekonomiju te su identificirana najvažnija područja umjetne inteligencije koja mogu koristiti razvoju kružne ekonomije. Također, razmotreni su načini na koje umjetna inteligencija može potpomognuti promjenu u organizacijama prema kružnoj ekonomiji, osiguravajući održivost u okviru razvoja industrije 5.0.
Abstract: The need to preserve resources for future generations initiated the concept of Industry 5.0, and as part of it, the circular economy was emphasized as one of the key elements of achieving sustainability. Industry 4.0 emphasizes digitization and artificial intelligence technologies, while Industry 5.0 focuses on human-centered business, sustainability and resilience. However, the role of information technology in achieving these goals is indisputable, as support for the change that is necessary in the business models of organizations. The paper examines the role of new information technologies in realizing the circular economy, with a focus on the role of artificial intelligence. The main directions of research related to information technology and the circular economy were analyzed and the most important areas of artificial intelligence that could benefit the development of the circular economy were identified. Also, how artificial intelligence can support the change in organizations towards a circular economy, ensuring sustainability within the development of Industry 5.0, is discussed.
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7th International Scientific Conference – EMAN 2023 – Economics and Management: How to Cope With Disrupted Times, Ljubljana, Slovenia, March 23, 2023, CONFERENCE PROCEEDINGS, published by: Association of Economists and Managers of the Balkans, Belgrade, Serbia; ISBN 978-86-80194-69-1, ISSN 2683-4510, DOI: https://doi.org/10.31410/EMAN.2023
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Lovrenčić, S., & Gregurec, I. (2023). Nove informacijske tehnologije za podršku razvoju kružne ekonomije u okviru Industrije 5.0. In V. Bevanda (Ed.), International Scientific Conference – EMAN 2023: Vol 7. Conference Proceedings (pp. 311-321). Association of Economists and Managers of the Balkans. https://doi.org/10.31410/EMAN.2023.311
Acton, M., Bertoldi, P., & Booth, J. (Eds.). (2023). 2023 Best Practice Guidelines for the EU Code of Conduct on Data Centre Energy Efficiency. European Commission, Ispra. https://e3p.jrc.ec.europa.eu/sites/default/files/documents/publications/jrc132576_jrc132576_jrc_2023_best_practice_guidelines_v14.1.0final_gt1.pdf
Ahmad, T., Zhang, D., Huang, C., Zhang, H., Dai, N., Song, Y., & Chen, H. (2021). Artificial intelligence in sustainable energy industry: Status Quo, challenges and opportunities. Journal of Cleaner Production, 289, 125834. https://doi.org/10.1016/j.jclepro.2021.125834
Blomsma, F., & Brennan, G. (2017). The Emergence of Circular Economy: A New Framing Around Prolonging Resource Productivity. Journal of Industrial Ecology, 21(3), 603–614. https://doi.org/10.1111/jiec.12603
Breque, M., De Nul, L., & Petridis, A. (Eds.). (2021). Industry 5.0: Towards a sustainable, human centric and resilient European industry. European Commission, Publications Office of the European Union. https://data.europa.eu/doi/10.2777/308407
Bressanelli, G., Adrodegari, F., Perona, M., & Saccani, N. (2018). The role of digital technologies to overcome Circular Economy challenges in PSS Business Models: An exploratory case study. Procedia CIRP, 73, 216–221. https://doi.org/10.1016/j.procir.2018.03.322
Cagno, E., Neri, A., Negri, M., Bassani, C. A., & Lampertico, T. (2021). The Role of Digital Technologies in Operationalizing the Circular Economy Transition: A Systematic Literature Review. Applied Sciences, 11(8), Article 8. https://doi.org/10.3390/app11083328
Chauhan, C., Parida, V., & Dhir, A. (2022). Linking circular economy and digitalisation technologies: A systematic literature review of past achievements and future promises. Technological Forecasting and Social Change, 177, 121508. https://doi.org/10.1016/j.techfore.2022.121508
Chidepatil, A., Bindra, P., Kulkarni, D., Qazi, M., Kshirsagar, M., & Sankaran, K. (2020). From Trash to Cash: How Blockchain and Multi-Sensor-Driven Artificial Intelligence Can Transform Circular Economy of Plastic Waste? Administrative Sciences, 10(2), Article 2. https://doi.org/10.3390/admsci10020023
Demestichas, K., & Daskalakis, E. (2020). Information and Communication Technology Solutions for the Circular Economy. Sustainability, 12(18), Article 18. https://doi.org/10.3390/su12187272
EUROPEAN COMMISSION. (2019). The European Green Deal. https://eur-lex.europa.eu/legal-content/EN/TXT/?qid=1588580774040&uri=CELEX%3A52019DC0640
EUROPEAN COMMISSION. (2020). A new Circular Economy Action Plan For a cleaner and more competitive Europe. https://eur-lex.europa.eu/legal-content/EN/TXT/?qid=1583933814386&uri=COM:2020:98:FIN
Geissdoerfer, M., Vladimirova, D., & Evans, S. (2018). Sustainable business model innovation: A review. Journal of Cleaner Production, 198, 401–416. https://doi.org/10.1016/j.jclepro.2018.06.240
Ghoreishi, M., & Happonen, A. (2019). Key enablers for deploying artificial intelligence for circular economy embracing sustainable product design: Three case studies. AIP Conference Proceedings, 2233, 050008. https://doi.org/10.1063/5.0001339
Ghoreishi, M., & Happonen, A. (2020). New promises AI brings into circular economy accelerated product design: A review on supporting literature. E3S Web of Conferences, 158, 06002. https://doi.org/10.1051/e3sconf/202015806002
Hardian, R., Liang, Z., Zhang, X., & Szekely, G. (2020). Artificial intelligence: The silver bullet for sustainable materials development. Green Chemistry, 22(21), 7521–7528. https://doi.org/10.1039/D0GC02956D
Jose, R., Panigrahi, S., Patil, R., Fernando, Y., & Ramakrishna, S. (2020). Artificial Intelligence-Driven Circular Economy as a Key Enabler for Sustainable Energy Management. Materials Circular Economy, 2, 1.7. https://doi.org/10.1007/s42824-020-00009-9
Khan, S. A. R., Shah, A. S. A., Yu, Z., & Tanveer, M. (2022). A systematic literature review on circular economy practices: Challenges, opportunities and future trends. Journal of Entrepreneurship in Emerging Economies, 14(5), 754–795. https://doi.org/10.1108/JEEE-09-2021-0349
Khan, S. A. R., Zia-ul-haq, H. M., Umar, M., & Yu, Z. (2021). Digital technology and circular economy practices: An strategy to improve organizational performance. Business Strategy & Development, 4(4), 482–490. https://doi.org/10.1002/bsd2.176
Kirchherr, J., Reike, D., & Hekkert, M. (2017). Conceptualizing the circular economy: An analysis of 114 definitions. Resources, Conservation and Recycling, 127, 221–232. https://doi.org/10.1016/j.resconrec.2017.09.005
Kristoffersen, E., Blomsma, F., Mikalef, P., & Li, J. (2020). The smart circular economy: A digital-enabled circular strategies framework for manufacturing companies. Journal of Business Research, 120, 241–261. https://doi.org/10.1016/j.jbusres.2020.07.044
Kristoffersen, E., Mikalef, P., Blomsma, F., & Li, J. (2021). Towards a business analytics capability for the circular economy. Technological Forecasting and Social Change, 171, 120957. https://doi.org/10.1016/j.techfore.2021.120957
Lasi, H., Fettke, P., Feld, T., & Hoffmann, M. (2014). Industry 4.0. Business & Information Systems Engineering, 6(4), 239–242. https://doi.org/10.1007/s12599-014-0334-4
Liu, L., & Ramakrishna, S. (Eds.). (2020). An Introduction to Circular Economy (1st ed. 2021 edition). Springer.
Liu, Q., Trevisan, A. H., Yang, M., & Mascarenhas, J. (2022). A framework of digital technologies for the circular economy: Digital functions and mechanisms. Business Strategy and the Environment, 31(5), 2171–2192. https://doi.org/10.1002/bse.3015
Morganti, M.-B. C. P. (Ed.). (2021). An Introduction to the Circular Economy. Nova Science Pub Inc.
Müller, J. (Ed.). (2020). Enabling Technologies for Industry 5.0: Results of a workshop with Europe’s technology leaders. European Commission, Publications Office of the European Union. https://data.europa.eu/doi/10.2777/082634
Neri, A., Negri, M., Cagno, E., Franzò, S., Kumar, V., Lampertico, T., & Bassani, C. A. (2023). The role of digital technologies in supporting the implementation of circular economy practices by industrial small and medium enterprises. Business Strategy and the Environment, 1–26. https://doi.org/10.1002/bse.3388
Patterson, D., Gonzalez, J., Hölzle, U., Le, Q., Liang, C., Munguia, L.-M., Rothchild, D., So, D. R., Texier, M., & Dean, J. (2022). The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink. Computer, 55(7), 18–28. https://doi.org/10.1109/MC.2022.3148714
Piscicelli, L. (2023). The sustainability impact of a digital circular economy. Current Opinion in Environmental Sustainability, 61, 101251. https://doi.org/10.1016/j.cosust.2022.101251
Ramadoss, T. S., Alam, H., & Seeram, R. (2018). Artificial Intelligence and Internet of Things enabled Circular economy. The International Journal of Engineering and Science, 7(9), 55– 63. https://doi.org/10.9790/1813-0709035563
Ranta, V., Aarikka-Stenroos, L., & Väisänen, J.-M. (2021). Digital technologies catalyzing business model innovation for circular economy—Multiple case study. Resources, Conservation and Recycling, 164, 105155. https://doi.org/10.1016/j.resconrec.2020.105155
Renda, A., Schwaag Serger, S., Tataj, D., Morlet, A., Isaksson, D., Martins, F., Mir Roca, M., Hidalgo, C., Huang, A., Dixson-Declève, S., Balland, P.-A., Bria, F., Charveriat, C., Dunlop, K., & Giovannini, E. (Eds.). (2022). Industry 5.0, a transformative vision for Europe: Governing systemic transformations towards a sustainable industry. European Commission, Publications Office of the European Union. https://data.europa.eu/doi/10.2777/17322
Rosa, P., Sassanelli, C., Urbinati, A., Chiaroni, D., & Terzi, S. (2020). Assessing relations between Circular Economy and Industry 4.0: A systematic literature review. International Journal of Production Research, 58(6), 1662–1687. https://doi.org/10.1080/00207543.2019.1680896
Rusch, M., Schöggl, J.-P., & Baumgartner, R. J. (2023). Application of digital technologies for sustainable product management in a circular economy: A review. Business Strategy and the Environment, 32(3), 1159–1174. https://doi.org/10.1002/bse.3099
Schöggl, J.-P., Rusch, M., Stumpf, L., & Baumgartner, R. J. (2023). Implementation of digital technologies for a circular economy and sustainability management in the manufacturing sector. Sustainable Production and Consumption, 35, 401–420. https://doi.org/10.1016/j.spc.2022.11.012
Tavera Romero, C. A., Castro, D. F., Ortiz, J. H., Khalaf, O. I., & Vargas, M. A. (2021). Synergy between Circular Economy and Industry 4.0: A Literature Review. Sustainability, 13(8), Article 8. https://doi.org/10.3390/su13084331
Trevisan, A. H., Zacharias, I. S., Castro, C. G., & Mascarenhas, J. (2021). Circular economy actions in business ecosystems driven by digital technologies. Procedia CIRP, 100, 325–330. https://doi.org/10.1016/j.procir.2021.05.074
Turner, C., Oyekan, J., Garn, W., Duggan, C., & Abdou, K. (2022). Industry 5.0 and the Circular Economy: Utilizing LCA with Intelligent Products. Sustainability, 14(22), Article 22. https://doi.org/10.3390/su142214847
Voulgaridis, K., Lagkas, T., & Sarigiannidis, P. (2022). Towards Industry 5.0 and Digital Circular Economy: Current Research and Application Trends. 153–158. https://doi.org/10.1109/DCOSS54816.2022.00037
Wilson, M., Paschen, J., & Pitt, L. (2021). The circular economy meets artificial intelligence (AI): Understanding the opportunities of AI for reverse logistics. Management of Environmental Quality: An International Journal, 33(1), 9–25. https://doi.org/10.1108/MEQ-10-2020-0222