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The Role of Artificial Intelligence in Circular Economy Strategies: Predictive Analysis for SMEs Cover

The Role of Artificial Intelligence in Circular Economy Strategies: Predictive Analysis for SMEs

Open Access
|Apr 2025

References

  1. M. Yang, L. Chen, J. Wang, G. Msigwa, A.I. Osman, S. Fawzy, D.W. Rooney, P.S. Yap, Circular economy strategies for combating climate change and other environmental issues, Environ Chem Lett 21 (2023). https://doi.org/10.1007/s10311-022-01499-6.
  2. Y.A. Fatimah, D. Kannan, K. Govindan, Z.A. Hasibuan, Circular economy e-business model portfolio development for e-business applications: Impacts on ESG and sustainability performance, J Clean Prod 415 (2023). https://doi.org/10.1016/j.jclepro.2023.137528.
  3. A. Kusiak, Smart manufacturing must embrace big data, Nature 544 (2017) pp. 23-25. https://doi.org/10.1038/544023a.
  4. M. Pournader, H. Ghaderi, A. Hassanzadegan, B. Fahimnia, Artificial intelligence applications in supply chain management, Int J Prod Econ 241 (2021) 108250. https://doi.org/10.1016/j.ijpe.2021.108250.
  5. G. Bressanelli, F. Adrodegari, M. Perona, N. Saccani, Exploring How Usage-Focused Business Models Enable Circular Economy through Digital Technologies, Sustainability 10 (2018) 639. https://doi.org/10.3390/su10030639.
  6. I. Voukkali, I. Papamichael, P. Loizia, D.F. Lekkas, T. Rodríguez-Espinosa, J. Navarro-Pedreño, A.A. Zorpas, Waste metrics in the framework of circular economy, Waste Management and Research 41 (2023). https://doi.org/10.1177/0734242X231190794.
  7. S. Lazar, V. Potočan, D. Klimecka-Tatar, M. Obrecht, Boosting Sustainable Operations with Sustainable Supply Chain Modeling: A Case of Organizational Culture and Normative Commitment, Int J Environ Res Public Health 19 (2022) 11131. https://doi.org/10.3390/ijerph191711131.
  8. S. Lazar, V. Potočan, S.M. Kač, G. Yanginlar, D. Klimecka-Tatar, M. Obrecht, Logistics Aspect of Organizational Culture and Normative Commitment in Electric Energy Supply Chain, Management Systems in Production Engineering 30 (2022) pp. 319-330. https://doi.org/10.2478/mspe-2022-0041.
  9. C. Sassanelli, P. Rosa, R. Rocca, S. Terzi, Circular economy performance assessment methods: A systematic literature review, J Clean Prod 229 (2019) pp. 440-453. https://doi.org/10.1016/j.jclepro.2019.05.019.
  10. P. Ghisellini, C. Cialani, S. Ulgiati, A review on circular economy: the expected transition to a balanced interplay of environmental and economic systems, J Clean Prod 114 (2016) pp. 11-32. https://doi.org/10.1016/j.jclepro.2015.09.007.
  11. O. Labenko, V. Lymar, O. Faichuk, I. Dolzhenko, T. Hutsol, S. Beleі, S. Parafiniuk, D. Kwasniewski, S. Tabor, L. Kiurcheva, Assessment of the Efficiency of the Financial Mechanism of Environmental Management, Production Engineering Archives 30 (2024) pp. 314-325. https://doi.org/10.30657/pea.2024.30.31.
  12. U. Uwuigbe, O. Issah, U.O. Ranti, M. Zubeiru, S. Anaba, A.-A.J. Seidu, Circular Economy: A Bibliometric Review of Research in Emerging Economies (2010-2024), International Journal of Energy Economics and Policy 15 (2024) pp. 77-89. https://doi.org/10.32479/ijeep.17021.
  13. M. Ingaldi, R. Ulewicz, The Business Model of a Circular Economy in the Innovation and Improvement of Metal Processing, Sustainability 16 (2024) 5513. https://doi.org/10.3390/su16135513.
  14. V. Rizos, A. Behrens, T. Kafyeke, M. Hirschnitz-Garbers, A. Ioannou, The Circular Economy: Barriers and Opportunities for SMEs, Ceps (2015).
  15. V. Rizos, A. Behrens, W. van der Gaast, E. Hofman, A. Ioannou, T. Kafyeke, A. Flamos, R. Rinaldi, S. Papadelis, M. Hirschnitz-Garbers, C. Topi, Implementation of circular economy business models by small and medium-sized enterprises (SMEs): Barriers and enablers, Sustainability (Switzerland) 8 (2016). https://doi.org/10.3390/su8111212.
  16. S. Hartini, F. Azzahra, R. Purwaningsih, B.S. Ramadan, D.P. Sari, Framework for Increasing Eco-efficiency in the Tofu Production Process: Circular Economy Approach, Production Engineering Archives 29 (2023) pp. 452-460. https://doi.org/10.30657/pea.2023.29.50.
  17. N. Suchek, M. Franco, Inter-organisational Cooperation Oriented Towards Sustainability Involving SMEs: a Systematic Literature Review, Journal of the Knowledge Economy 15 (2024). https://doi.org/10.1007/s13132-023-01196-x.
  18. K. Brendzel-Skowera, Circular economy business models in the SME sector, Sustainability (Switzerland) 13 (2021). https://doi.org/10.3390/su13137059.
  19. A. Pacana, D. Siwiec, R. Ulewicz, M. Ulewicz, A Novelty Model Employing the Quality Life Cycle Assessment (QLCA) Indicator and Frameworks for Selecting Qualitative and Environmental Aspects for Sustainable Product Development, Sustainability 16 (2024) 7821. https://doi.org/10.3390/su16177821.
  20. S. Rajput, S.P. Singh, Connecting circular economy and industry 4.0, Int J Inf Manage 49 (2019) pp. 98-113. https://doi.org/10.1016/j.ijinfomgt.2019.03.002.
  21. C. Chauhan, V. Parida, A. Dhir, Linking circular economy and digitalisation technologies: A systematic literature review of past achievements and future promises, Technol Forecast Soc Change 177 (2022) 121508. https://doi.org/10.1016/j.techfore.2022.121508.
  22. M. Howard, X. Yan, N. Mustafee, F. Charnley, S. Böhm, S. Pascucci, Going beyond waste reduction: Exploring tools and methods for circular economy adoption in small-medium enterprises, Resour Conserv Recycl 182 (2022). https://doi.org/10.1016/j.resconrec.2022.106345.
  23. M. Rusch, J.P. Schöggl, R.J. Baumgartner, Application of digital technologies for sustainable product management in a circular economy: A review, Bus Strategy Environ 32 (2023). https://doi.org/10.1002/bse.3099.
  24. S.O. Abioye, L.O. Oyedele, L. Akanbi, A. Ajayi, J.M. Davila Delgado, M. Bilal, O.O. Akinade, A. Ahmed, Artificial intelligence in the construction industry: A review of present status, opportunities and future challenges, Journal of Building Engineering 44 (2021) 103299. https://doi.org/10.1016/j.jobe.2021.103299.
  25. E. Staniszewska, D. Klimecka-Tatar, M. Obrecht, Eco-design processes in the automotive industry, Production Engineering Archives 26 (2020) pp. 131-137. https://doi.org/10.30657/pea.2020.26.25.
  26. A. Di Vaio, S. Hasan, R. Palladino, R. Hassan, The transition towards circular economy and waste within accounting and accountability models: a systematic literature review and conceptual framework, Environ Dev Sustain 25 (2023). https://doi.org/10.1007/s10668-021-02078-5.
  27. N. Suchek, J.J.M. Ferreira, P.O. Fernandes, Industry 4.0 and global value chains: what implications for circular economy in SME?, Management Decision 62 (2024). https://doi.org/10.1108/MD-11-2022-1541.
  28. S. Amir, N. Salehi, M. Roci, S. Sweet, A. Rashid, Towards circular economy: A guiding framework for circular supply chain implementation, Bus Strategy Environ 32 (2023). https://doi.org/10.1002/bse.3264.
  29. B. Fang, J. Yu, Z. Chen, A.I. Osman, M. Farghali, I. Ihara, E.H. Hamza, D.W. Rooney, P.-S. Yap, Artificial intelligence for waste management in smart cities: a review, Environ Chem Lett 21 (2023) pp. 1959-1989. https://doi.org/10.1007/s10311-023-01604-3.
  30. A. Batwara, V. Sharma, M. Makkar, A. Giallanza, Towards smart sustainable development through value stream mapping – a systematic literature review, Heliyon 9 (2023). https://doi.org/10.1016/j.heliyon.2023.e15852.
DOI: https://doi.org/10.2478/mspe-2025-0020 | Journal eISSN: 2450-5781 | Journal ISSN: 2299-0461
Language: English
Page range: 212 - 219
Submitted on: Oct 1, 2024
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Accepted on: Apr 1, 2025
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Published on: Apr 27, 2025
Published by: STE Group sp. z.o.o.
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2025 Dorota Klimecka-Tatar, Katarzyna Kapustka, published by STE Group sp. z.o.o.
This work is licensed under the Creative Commons Attribution 4.0 License.