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Adaptive neuro fuzzy evaluation of energy and non‐energy material productivity impact on sustainable development based on circular economy and gross domestic product

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  • Biljana Petković
  • Yousef Zandi
  • Alireza Sadighi Agdas
  • Ivica Nikolić
  • Nebojša Denić
  • Nenad Kojić
  • Abdellatif Selmi
  • Alibek Issakhov
  • Slaviša Milošević
  • Afrasyab Khan

Abstract

Circular economy represents a concept for turning of material and energy wastes into resources for other purposes in a closed loop system. The purpose of circular economy is to minimize the energy and material wastes. The effect of energy and non‐energy material productivity on the gross domestic product (GDP) was analyzed in this study. The main contribution of the investigation was to determine which sector of energy or non‐energy material productivity has the more relevance on the GDP. Energy productivity represent energy consumption sector while non‐energy material productivity represents the sector closely connected to the circular economy. The used database covers OECD members in period 1990–2020. According to the results one can determine the current status of the economic development and what needs to be improved to reduce the energy and material wastes. On the contrary GDP needs to be tracked in order determine which factor has the more influence on the GDP. For such a purpose adaptive neuro fuzzy inference system (ANFIS) was used. The metals consumption represents the most relevant factor for GDP variation and prediction. The results show also the combination of non‐energy material productivity and generated municipal waste is the best‐case scenario for the GDP prediction. The obtained results could represent the best practices for implementation of circular economy concept.

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  • Biljana Petković & Yousef Zandi & Alireza Sadighi Agdas & Ivica Nikolić & Nebojša Denić & Nenad Kojić & Abdellatif Selmi & Alibek Issakhov & Slaviša Milošević & Afrasyab Khan, 2022. "Adaptive neuro fuzzy evaluation of energy and non‐energy material productivity impact on sustainable development based on circular economy and gross domestic product," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 129-144, January.
  • Handle: RePEc:bla:bstrat:v:31:y:2022:i:1:p:129-144
    DOI: 10.1002/bse.2878
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    References listed on IDEAS

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    1. I. Mansouri & M. Shariati & M. Safa & Z. Ibrahim & M. M. Tahir & D. Petković, 2019. "RETRACTED ARTICLE: Analysis of influential factors for predicting the shear strength of a V-shaped angle shear connector in composite beams using an adaptive neuro-fuzzy technique," Journal of Intelligent Manufacturing, Springer, vol. 30(3), pages 1247-1257, March.
    2. Krishnendu Saha & Prasanta Kumar Dey & Eleni Papagiannaki, 2021. "Implementing circular economy in the textile and clothing industry," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 1497-1530, May.
    3. Marcos Ferasso & Tatiana Beliaeva & Sascha Kraus & Thomas Clauss & Domingo Ribeiro‐Soriano, 2020. "Circular economy business models: The state of research and avenues ahead," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3006-3024, December.
    4. Jose García‐Quevedo & Elisenda Jové‐Llopis & Ester Martínez‐Ros, 2020. "Barriers to the circular economy in European small and medium‐sized firms," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2450-2464, September.
    5. Ozili, Peterson K, 2021. "Circular economy, banks and other financial institutions: what’s in it for them?," MPRA Paper 107397, University Library of Munich, Germany.
    6. Maria Barreiro‐Gen & Rodrigo Lozano, 2020. "How circular is the circular economy? Analysing the implementation of circular economy in organisations," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3484-3494, December.
    7. Ken Webster, 2021. "A Circular Economy Is About the Economy," Circular Economy and Sustainability,, Springer.
    8. Jin Li & Feng Wang & Yu He, 2020. "Electric Vehicle Routing Problem with Battery Swapping Considering Energy Consumption and Carbon Emissions," Sustainability, MDPI, vol. 12(24), pages 1-20, December.
    9. Liang Dong & Zhaowen Liu & Yuli Bian, 2021. "Match Circular Economy and Urban Sustainability: Re-investigating Circular Economy Under Sustainable Development Goals (SDGs)," Circular Economy and Sustainability,, Springer.
    10. Cristina Ciliberto & Katarzyna Szopik‐Depczyńska & Małgorzata Tarczyńska‐Łuniewska & Alessandro Ruggieri & Giuseppe Ioppolo, 2021. "Enabling the Circular Economy transition: a sustainable lean manufacturing recipe for Industry 4.0," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3255-3272, November.
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