IDEAS home Printed from https://ideas.repec.org/a/spr/fininn/v11y2025i1d10.1186_s40854-024-00671-x.html
   My bibliography  Save this article

Innovative financial solutions for sustainable investments using artificial intelligence-based hybrid fuzzy decision-making approach in carbon capture technologies

Author

Listed:
  • Serhat Yüksel

    (İstanbul Medipol University
    Khazar University)

  • Serkan Eti

    (İstanbul Medipol University)

  • Hasan Dinçer

    (İstanbul Medipol University
    Khazar University)

  • Yaşar Gökalp

    (The School of Health, İstanbul Medipol University)

  • Gabriela Oana Olaru

    (The School of Communication, İstanbul Medipol University)

  • Nihal Kalaycı Oflaz

    (İstanbul Medipol University)

Abstract

High costs, technical difficulties, and policy uncertainties are the main challenges in carbon capture technology investments. Therefore, innovative financial products are required to develop projects that overcome these difficulties. Some issues must be considered when developing innovative financial products. An important problem in this process is that these features cannot possibly exist together in the new financial product, because each of these features incurs some costs. Therefore, identifying the most important features of innovative financial products is necessary. Accordingly, this study develops a new and innovative financial product to increase the effectiveness of investments in carbon capture technologies. For this purpose, a novel artificial intelligence (AI)-based fuzzy decision-making model is constructed. First, the weights of the experts were calculated by considering AI methodology. Second, the factors affecting investment in carbon capture technologies were weighted using a spherical fuzzy DEMATEL. Finally, the financial features required for investments were ranked using the spherical fuzzy ARAS method. This study’s main contribution is its creation of a novel fuzzy decision-making model by integrating AI methodology with fuzzy decision-making theory. In this process, the weights of the experts are calculated using an AI approach. It is concluded that cost-effectiveness must be prioritized in the development of new financial products. Technological competence is another aspect that should be considered in this process. However, innovative financial products should include risk management and flexible financing.

Suggested Citation

  • Serhat Yüksel & Serkan Eti & Hasan Dinçer & Yaşar Gökalp & Gabriela Oana Olaru & Nihal Kalaycı Oflaz, 2025. "Innovative financial solutions for sustainable investments using artificial intelligence-based hybrid fuzzy decision-making approach in carbon capture technologies," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-30, December.
    • Handle: RePEc:spr:fininn:v:11:y:2025:i:1:d:10.1186_s40854-024-00671-x
    DOI: 10.1186/s40854-024-00671-x
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1186/s40854-024-00671-x
    File Function: Abstract
    Download Restriction: no
    File URL: https://libkey.io/10.1186/s40854-024-00671-x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Yang Shen & Xiaoyang Guo & Xiuwu Zhang, 2023. "Digital Financial Inclusion, Land Transfer, and Agricultural Green Total Factor Productivity," Sustainability, MDPI, vol. 15(8), pages 1-25, April.
    2. Aizenman, Joshua & Ho, Sy-Hoa & Huynh, Luu Duc Toan & Saadaoui, Jamel & Uddin, Gazi Salah, 2024. "Real exchange rate and international reserves in the era of financial integration," Journal of International Money and Finance, Elsevier, vol. 141(C).
    3. Dong-Hyeon Kim & Yi-Chen Wu & Shu-Chin Lin, 2022. "Carbon dioxide emissions, financial development and political institutions," Economic Change and Restructuring, Springer, vol. 55(2), pages 837-874, May.
    4. A. Irimia-Diéguez & F. Velicia-Martín & M. Aguayo-Camacho, 2023. "Predicting Fintech Innovation Adoption: the Mediator Role of Social Norms and Attitudes," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-23, December.
    5. Sándor Gáspár & László Pataki & Ákos Barta & Gergő Thalmeiner & Zoltán Zéman, 2023. "Consumer Segmentation of Green Financial Products Based on Sociodemographic Characteristics," JRFM, MDPI, vol. 16(2), pages 1-19, February.
    6. Olga Mapanje & Selma Karuaihe & Charles Machethe & Mao Amis, 2023. "Financing Sustainable Agriculture in Sub-Saharan Africa: A Review of the Role of Financial Technologies," Sustainability, MDPI, vol. 15(5), pages 1-20, March.
    7. 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.
    8. Sandeepa Kaur & Simarjeet Singh & Sanjay Gupta & Sangeeta Wats, 2023. "Risk analysis in decentralized finance (DeFi): a fuzzy-AHP approach," Risk Management, Palgrave Macmillan, vol. 25(2), pages 1-29, June.
    9. Abbas, Jaffar & Balsalobre-Lorente, Daniel & Amjid, Muhammad Asif & Al-Sulaiti, Khalid & Al-Sulaiti, Ibrahim & Aldereai, Osama, 2024. "Financial innovation and digitalization promote business growth: The interplay of green technology innovation, product market competition and firm performance," Innovation and Green Development, Elsevier, vol. 3(1).
    10. Ryuki Kobayashi, 2023. "The effects of new technology on productivity: technological improvement and reallocation efficiency in the Japanese steelmaking industry," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 12(1), pages 1-24, December.
    11. 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.
    12. Haider Alvi, Farzad & Ulrich, Klaus, 2023. "Innovation finance ecosystems for entrepreneurial firms: A conceptual model and research propositions," Journal of Business Research, Elsevier, vol. 156(C).
    13. John Byrd & Elizabeth S. Cooperman, 2018. "Investors and stranded asset risk: evidence from shareholder responses to carbon capture and sequestration (CCS) events," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 8(2), pages 185-202, April.
    14. Jie-Cao He & Hsing-Hua Chang & Ting-Fu Chen & Shih-Kuei Lin, 2023. "Upside and downside correlated jump risk premia of currency options and expected returns," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-58, December.
    15. Mohsen Brahmi & Luca Esposito & Anna Parziale & Karambir Singh Dhayal & Shruti Agrawal & Arun Kumar Giri & Nguyen Thi Loan, 2023. "The Role of Greener Innovations in Promoting Financial Inclusion to Achieve Carbon Neutrality: An Integrative Review," Economies, MDPI, vol. 11(7), pages 1-18, July.
    16. Li, Guoxiang & Wu, Haoyue & Jiang, Jieshu & Zong, Qingqing, 2023. "Digital finance and the low-carbon energy transition (LCET) from the perspective of capital-biased technical progress," Energy Economics, Elsevier, vol. 120(C).
    17. Wang, Shouxiang & Wang, Shaomin & Zhao, Qianyu & Dong, Shuai & Li, Hao, 2023. "Optimal dispatch of integrated energy station considering carbon capture and hydrogen demand," Energy, Elsevier, vol. 269(C).
    18. Shahbaz Khan & Abid Haleem & Mohd Imran Khan, 2024. "Enablers to Implement Circular Initiatives in the Supply Chain: A Grey DEMATEL Method," Global Business Review, International Management Institute, vol. 25(1), pages 68-84, February.
    19. Zhao Xin-gang & Wang Wei & Hu Shuran & Lu Wenjie, 2023. "How to Promote the Application of Biogas Power Technology: A Perspective of Incentive Policy," Energies, MDPI, vol. 16(4), pages 1-11, February.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Serhat Yüksel & Serkan Eti & Hasan Dinçer & Hasan Meral & Muhammad Umar & Yaşar Gökalp, 2025. "A novel fuzzy decision-making approach to pension fund investments in renewable energy," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-24, December.
    2. Olesya P. Kazachenok & Galina V. Stankevich & Natalia N. Chubaeva & Yuliya G. Tyurina, 2023. "Economic and legal approaches to the humanization of FinTech in the economy of artificial intelligence through the integration of blockchain into ESG Finance," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-9, December.
    3. Hrosul, Viktoriia & Kruhlova, Olena & Kolesnyk, Alina, 2023. "Digitalization of the agricultural sector: the impact of ICT on the development of enterprises in Ukraine," Agricultural and Resource Economics: International Scientific E-Journal, Agricultural and Resource Economics: International Scientific E-Journal, vol. 9(4), December.
    4. Ruixin Su & Tong Zheng & Yuzhao Zhong & Weizhou Zhong, 2023. "Role of Digital Inclusive Finance for High-Quality Business Development: A Study of China’s “Five Development Concept” Policy," Sustainability, MDPI, vol. 15(15), pages 1-21, August.
    5. Ghaemi Asl, Mahdi & Ben Jabeur, Sami & Ben Zaied, Younes, 2024. "Analyzing the interplay between eco-friendly and Islamic digital currencies and green investments," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
    6. Serhat Yüksel & Hasan Dinçer & Duygu Yavuz, 2023. "Determination of Priority Factors for the Development of Green Banking Practices in Turkey with the Fuzzy DEMATEL Method," Journal of Sustainable Development Issues (JOSDI), SDIjournals, vol. 1(1), pages 23-41, December.
    7. Lee, Chien-Chiang & Wang, Fuhao & Lou, Runchi & Wang, Keying, 2023. "How does green finance drive the decarbonization of the economy? Empirical evidence from China," Renewable Energy, Elsevier, vol. 204(C), pages 671-684.
    8. Jing Zou, 2024. "The Relationship Between Corporate Financialization and Digital Finance in the Era of Digital Transformation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 13425-13448, September.
    9. Polat, Onur & Ozcan, Burcu & Ertuğrul, Hasan Murat & Atılgan, Emre & Özün, Alper, 2024. "Fintech: A Conduit for sustainability and renewable energy? Evidence from R2 connectedness analysis," Resources Policy, Elsevier, vol. 94(C).
    10. Linfang Chen & Huanyu Sun & Shenghui Zhou & Shixing Jiao & Xiao Zhao & Jianmei Cheng, 2024. "Analysis of Resource Misallocation and Total Factor Productivity Losses in Green Agriculture: A Case Study of the North China Region," Sustainability, MDPI, vol. 17(1), pages 1-25, December.
    11. Chikonda, Mtendere Chilolo & Chortareas, Georgios, 2024. "Informality, rule-of-thumb consumers, and the effectiveness of monetary policy in emerging economies," The Quarterly Review of Economics and Finance, Elsevier, vol. 97(C).
    12. Hunjra, Ahmed Imran & Azam, Muhammad & Bruna, Maria Giuseppina & Taskin, Dilvin, 2022. "Role of financial development for sustainable economic development in low middle income countries," Finance Research Letters, Elsevier, vol. 47(PB).
    13. Bouazza Elamine Zemri & Sidi Mohamed Boumediene Khetib, 2024. "Can Sustainable Economic Development Curtail Carbon Dioxide Emissions? Insights from Algeria’s Industry," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 3, pages 70-83.
    14. Liu, Qiong & Xu, Rujun & Tao, Wenli, 2024. "Impact of auditing information technology modernization on corporate technological innovation investment: The roles of risk perception and internal control," Finance Research Letters, Elsevier, vol. 67(PB).
    15. Xu, Jie & Chen, Fu & Zhang, Weiwei & Liu, Yiting & Li, Tingting, 2023. "Analysis of the carbon emission reduction effect of Fintech and the transmission channel of green finance," Finance Research Letters, Elsevier, vol. 56(C).
    16. Aizenman, Joshua & Park, Donghyun & Qureshi, Irfan A. & Saadaoui, Jamel & Salah Uddin, Gazi, 2024. "The performance of emerging markets during the Fed’s easing and tightening cycles: A cross-country resilience analysis," Journal of International Money and Finance, Elsevier, vol. 148(C).
    17. Stefano Carattini & Suphi Sen, 2019. "Carbon Taxes and Stranded Assets: Evidence from Washington State," CESifo Working Paper Series 7785, CESifo.
    18. Donghong Wu & Yiren Chen, 2023. "Digital Inclusive Finance Development and Labor Productivity: Based on a Capital-Deepening Perspective," Sustainability, MDPI, vol. 15(12), pages 1-17, June.
    19. Andry Alamsyah & Gede Natha Wijaya Kusuma & Dian Puteri Ramadhani, 2024. "A Review on Decentralized Finance Ecosystems," Future Internet, MDPI, vol. 16(3), pages 1-29, February.
    20. Olimpia Neagu & Andrei Marius Anghelina & Mircea Constantin Teodoru & Marius Boiță & Katalin Gabriela David, 2023. "Could Globalisation and Renewable Energy Contribute to a Decarbonised Economy in the European Union?," Sustainability, MDPI, vol. 15(22), pages 1-26, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:fininn:v:11:y:2025:i:1:d:10.1186_s40854-024-00671-x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.