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A Novel Fuzzy Model for Knowledge-Driven Process Optimization in Renewable Energy Projects

Author

Listed:
  • Chicheng Huang

    (Nanjing University)

  • Serhat Yüksel

    (The School of Business, İstanbul Medipol University
    Adnan Kassar School of Business, Lebanese American University)

  • Hasan Dinçer

    (The School of Business, İstanbul Medipol University
    Khazar University)

Abstract

This study is aimed at identifying key indicators to increase knowledge-based process optimization for renewable energy projects. Within this context, a novel fuzzy decision-making model is introduced that has two different stages. The first stage is related to the weighting of the knowledge-based determinants of process optimization in investment decisions by using quantum picture fuzzy rough sets (QPFR)-based multi-step wise weight assessment ratio analysis (M-SWARA). On the other side, the second stage consists of ranking the investment alternatives for process optimization in renewable energy projects via the QPFR-based technique for order preference by similarity (TOPSIS) methodology. The main contribution of this study is that a priority analysis is conducted for information-based factors affecting the performance of renewable energy projects. This situation provides an opportunity for the investments to implement appropriate strategies to increase the optimization of these investments. It is concluded that quality is the most essential indicator with respect to the process optimization of these projects. It can be possible to increase the efficiency of these projects by using better quality products. Innovation has an important role in ensuring the use of quality products in environmental sustainability. Owing to new technologies, it is easier to use more effective and innovative products. This condition also contributes to increasing the efficiency of the energy production process. Furthermore, the findings also denote that the most appropriate energy innovation alternative is the variety of clean energy sources. By focusing on different clean energy alternatives, the risk of interruptions in energy generation can be minimized. In other words, the negative impact of climatic conditions on energy production can be lowered significantly with the help of this situation.

Suggested Citation

  • Chicheng Huang & Serhat Yüksel & Hasan Dinçer, 2025. "A Novel Fuzzy Model for Knowledge-Driven Process Optimization in Renewable Energy Projects," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(1), pages 5183-5215, March.
    • Handle: RePEc:spr:jknowl:v:16:y:2025:i:1:d:10.1007_s13132-024-02074-w
    DOI: 10.1007/s13132-024-02074-w
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    References listed on IDEAS

    as
    1. Elias G. Carayannis & David F. J. Campbell & Evangelos Grigoroudis, 2022. "Helix Trilogy: the Triple, Quadruple, and Quintuple Innovation Helices from a Theory, Policy, and Practice Set of Perspectives," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(3), pages 2272-2301, September.
    2. Sirr, Gordon & Power, Bernadette & Ryan, Geraldine & Eakins, John & O’Connor, Ellen & le Maitre, Julia, 2023. "An analysis of the factors affecting Irish citizens’ willingness to invest in wind energy projects," Energy Policy, Elsevier, vol. 173(C).
    3. Shang, Yunfeng & Zhu, Lingrou & Qian, Fangbin & Xie, Yani, 2023. "Role of green finance in renewable energy development in the tourism sector," Renewable Energy, Elsevier, vol. 206(C), pages 890-896.
    4. Peng, Benhong & Zhao, Yinyin & Elahi, Ehsan & Wan, Anxia, 2023. "Can third-party market cooperation solve the dilemma of emissions reduction? A case study of energy investment project conflict analysis in the context of carbon neutrality," Energy, Elsevier, vol. 264(C).
    5. Akbari, Ehsan & Mousavi Shabestari, Seyed Farzin & Pirouzi, Sasan & Jadidoleslam, Morteza, 2023. "Network flexibility regulation by renewable energy hubs using flexibility pricing-based energy management," Renewable Energy, Elsevier, vol. 206(C), pages 295-308.
    6. Li, ChangZheng & Umair, Muhammad, 2023. "Does green finance development goals affects renewable energy in China," Renewable Energy, Elsevier, vol. 203(C), pages 898-905.
    7. Rasheed Abdulkader & Hayder M. A. Ghanimi & Pankaj Dadheech & Meshal Alharbi & Walid El-Shafai & Mostafa M. Fouda & Moustafa H. Aly & Dhivya Swaminathan & Sudhakar Sengan, 2023. "Soft Computing in Smart Grid with Decentralized Generation and Renewable Energy Storage System Planning," Energies, MDPI, vol. 16(6), pages 1-24, March.
    8. Qilong Wan & Xiaodong Miao & Chenguang Wang & Hasan Dinçer & Serhat Yüksel, 2023. "A hybrid decision support system with golden cut and bipolar q-ROFSs for evaluating the risk-based strategic priorities of fintech lending for clean energy projects," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-25, December.
    9. Lobna Abid & Sana Kacem & Haifa Saadaoui, 2024. "Addressing the Environmental Kuznets Curve in the West African Countries: Exploring the Roles of FDI, Corruption, and Renewable Energy," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 20491-20515, December.
    10. Taghizadeh-Hesary, Farhad & Phoumin, Han & Rasoulinezhad, Ehsan, 2023. "Assessment of role of green bond in renewable energy resource development in Japan," Resources Policy, Elsevier, vol. 80(C).
    11. Xia Zhong & Arshad Ali & Ling Zhang, 2024. "The Influence of Green Finance and Renewable Energy Sources on Renewable Energy Investment and Carbon Emission: COVID-19 Pandemic Effects on Chinese Economy," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 16395-16418, December.
    12. Niu, Xiaoqin & Yüksel, Serhat & Dinçer, Hasan, 2023. "Emission strategy selection for the circular economy-based production investments with the enhanced decision support system," Energy, Elsevier, vol. 274(C).
    13. Razzaq, Asif & Sharif, Arshian & Ozturk, Ilhan & Skare, Marinko, 2023. "Asymmetric influence of digital finance, and renewable energy technology innovation on green growth in China," Renewable Energy, Elsevier, vol. 202(C), pages 310-319.
    14. Naqvi, Bushra & Rizvi, Syed Kumail Abbas & Mirza, Nawazish & Umar, Muhammad, 2023. "Financial market development: A potentiating policy choice for the green transition in G7 economies," International Review of Financial Analysis, Elsevier, vol. 87(C).
    15. Gang Kou & Özlem Olgu Akdeniz & Hasan Dinçer & Serhat Yüksel, 2021. "Fintech investments in European banks: a hybrid IT2 fuzzy multidimensional decision-making approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-28, December.
    16. Halil Yorulmaz & Serkan Eti, 2024. "Building telework capability in the new business era for SMEs, using spherical fuzzy AHP methodology for prioritizing the actions," Future Business Journal, Springer, vol. 10(1), pages 1-11, December.
    17. Yi, Sun & Raghutla, Chandrashekar & Chittedi, Krishna Reddy & Fareed, Zeeshan, 2023. "How economic policy uncertainty and financial development contribute to renewable energy consumption? The importance of economic globalization," Renewable Energy, Elsevier, vol. 202(C), pages 1357-1367.
    18. Ottonelli, Janaina & Lazaro, Lira Luz Benites & Andrade, José Célio Silveira & Abram, Simone, 2023. "Do solar photovoltaic clean development mechanism projects contribute to sustainable development in Latin America? Prospects for the Paris Agreement," Energy Policy, Elsevier, vol. 174(C).
    19. Dong, Weijian & Li, Ying & Gao, Pengpeng & Sun, Yunpeng, 2023. "Role of trade and green bond market in renewable energy deployment in Southeast Asia," Renewable Energy, Elsevier, vol. 204(C), pages 313-319.
    20. Yan, Rujing & Wang, Jiangjiang & Huo, Shuojie & Qin, Yanbo & Zhang, Jing & Tang, Saiqiu & Wang, Yuwei & Liu, Yan & Zhou, Lin, 2023. "Flexibility improvement and stochastic multi-scenario hybrid optimization for an integrated energy system with high-proportion renewable energy," Energy, Elsevier, vol. 263(PB).
    21. Abbas, Jawad & Wang, Lisu & Ben Belgacem, Samira & Pawar, Puja Sunil & Najam, Hina & Abbas, Jaffar, 2023. "Investment in renewable energy and electricity output: Role of green finance, environmental tax, and geopolitical risk: Empirical evidence from China," Energy, Elsevier, vol. 269(C).
    22. René Vásquez-Ordóñez, Luis & Lassala, Carlos & Ulrich, Klaus & Ribeiro-Navarrete, Samuel, 2023. "Efficiency factors in the financing of renewable energy projects through crowdlending," Journal of Business Research, Elsevier, vol. 155(PB).
    23. Bhatia, Purvee & Diaz-Elsayed, Nancy, 2023. "Facilitating decision-making for the adoption of smart manufacturing technologies by SMEs via fuzzy TOPSIS," International Journal of Production Economics, Elsevier, vol. 257(C).
    24. Tamy Al-Binali & Ahmet Faruk Aysan & Hasan Dinçer & Ibrahim Musa Unal & Serhat Yüksel, 2023. "New Horizons in Bank Mergers: A Quantum Spherical Fuzzy Decision-Making Framework for Analyzing Islamic and Conventional Bank Mergers and Enhancing Resilience," Sustainability, MDPI, vol. 15(10), pages 1-37, May.
    25. Huazhang Wang & Daji Ergu & Wenjiao Zai, 2023. "Effect of Chinese Currency Appreciation on Investments in Renewable Energy Projects in Countries along the Belt and Road," Sustainability, MDPI, vol. 15(3), pages 1-23, January.
    26. Nikita Moiseev & Alexey Mikhaylov & Hasan Dinçer & Serhat Yüksel, 2023. "Market capitalization shock effects on open innovation models in e-commerce: golden cut q-rung orthopair fuzzy multicriteria decision-making analysis," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-25, December.
    27. Henryk Dzwigol & Aleksy Kwilinski & Oleksii Lyulyov & Tetyana Pimonenko, 2023. "Renewable Energy, Knowledge Spillover and Innovation: Capacity of Environmental Regulation," Energies, MDPI, vol. 16(3), pages 1-15, January.
    28. Muhammad Ramzan & Ummara Razi & Muhammad Umer Quddoos & Tomiwa Sunday Adebayo, 2023. "Do green innovation and financial globalization contribute to the ecological sustainability and energy transition in the United Kingdom? Policy insights from a bootstrap rolling window approach," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 393-414, February.
    29. Rui Ai & Yuhang Zheng & Serhat Yüksel & Hasan Dinçer, 2023. "Investigating the components of fintech ecosystem for distributed energy investments with an integrated quantum spherical decision support system," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-28, December.
    30. Alharbi, Samar S. & Al Mamun, Md & Boubaker, Sabri & Rizvi, Syed Kumail Abbas, 2023. "Green finance and renewable energy: A worldwide evidence," Energy Economics, Elsevier, vol. 118(C).
    31. Àlex Alonso-Travesset & Diederik Coppitters & Helena Martín & Jordi de la Hoz, 2023. "Economic and Regulatory Uncertainty in Renewable Energy System Design: A Review," Energies, MDPI, vol. 16(2), pages 1-30, January.
    32. Olha Prokopenko & Tetiana Kurbatova & Marina Khalilova & Anastasiia Zerkal & Gunnar Prause & Jacek Binda & Temur Berdiyorov & Yuriy Klapkiv & Sabina Sanetra-Półgrabi & Igor Komarnitskyi, 2023. "Impact of Investments and R&D Costs in Renewable Energy Technologies on Companies’ Profitability Indicators: Assessment and Forecast," Energies, MDPI, vol. 16(3), pages 1-17, January.
    33. Alexey Mikhaylov & Hasan Dinçer & Serhat Yüksel, 2023. "Analysis of financial development and open innovation oriented fintech potential for emerging economies using an integrated decision-making approach of MF-X-DMA and golden cut bipolar q-ROFSs," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-34, December.
    34. Hille, Erik & Oelker, Thomas J., 2023. "International expansion of renewable energy capacities: The role of innovation and choice of policy instruments," Ecological Economics, Elsevier, vol. 204(PA).
    35. Nooshin Karimi Alavijeh & Mohammad Taher Ahmadi Shadmehri & Parisa Esmaeili & Fatemeh Dehdar, 2024. "Asymmetric Impacts of Renewable Energy on Human Development: Exploring the Role of Carbon Emissions, Economic Growth, and Urbanization in European Union Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 17188-17212, December.
    36. Pan, Weihua & Cao, Hang & Liu, Ying, 2023. "“Green” innovation, privacy regulation and environmental policy," Renewable Energy, Elsevier, vol. 203(C), pages 245-254.
    37. Kolte, Ashutosh & Festa, Giuseppe & Ciampi, Francesco & Meissner, Dirk & Rossi, Matteo, 2023. "Exploring corporate venture capital investments in clean energy—a focus on the Asia-Pacific region," Applied Energy, Elsevier, vol. 334(C).
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    More about this item

    Keywords

    Knowledge management; New products; Process optimization; Innovative products; Environmental sustainability; Innovation; Clean energy;
    All these keywords.

    JEL classification:

    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • P28 - Political Economy and Comparative Economic Systems - - Socialist and Transition Economies - - - Natural Resources; Environment
    • P48 - Political Economy and Comparative Economic Systems - - Other Economic Systems - - - Legal Institutions; Property Rights; Natural Resources; Energy; Environment; Regional Studies
    • Q40 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - General
    • Q42 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Alternative Energy Sources

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