IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v245y2025ics0960148125004616.html
   My bibliography  Save this article

Hybrid molecular fuzzy recommender systems for impact of climate change on renewable energy performance

Author

Listed:
  • Shen, Yedan
  • Liu, Wei
  • Dinçer, Hasan
  • Yüksel, Serhat

Abstract

The purpose of this study is to identify the most convenient strategies to manage the negative impacts of climate change on renewable energy projects effectively. Missing expert assessments for these criteria and alternatives are completed via collaborative filtering. The sample for this study consists of evaluations provided by six experts in the fields of renewable energy and climate science. The data is collected through structured interviews and questionnaires, focusing on the criteria and alternatives relevant to climate change mitigation in renewable energy projects. Criteria are weighted with the help of molecular fuzzy cognitive maps. Strategies are ranked by using fuzzy molecular ranking (MORAN). The main contribution of this study is that a comprehensive evaluation can be conducted to generate the strategies to minimize the negative impacts of climate change on these projects by creating a new model. Weather changes and ecosystem disruptions are the climate change factor that has the most negative impact on the performance of renewable energy projects. Some standards should be determined, or necessary arrangements should be made to comply with existing international standards. The integration of different renewable energy sources is an important strategy to eliminate the negative effects of climate change on renewable energy projects.

Suggested Citation

  • Shen, Yedan & Liu, Wei & Dinçer, Hasan & Yüksel, Serhat, 2025. "Hybrid molecular fuzzy recommender systems for impact of climate change on renewable energy performance," Renewable Energy, Elsevier, vol. 245(C).
    • Handle: RePEc:eee:renene:v:245:y:2025:i:c:s0960148125004616
    DOI: 10.1016/j.renene.2025.122799
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148125004616
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2025.122799?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Khan, Yasir & Hassan, Taimoor, 2024. "Promoting sustainable development: Evaluating the influence of natural resources, high-tech export and corruption on CO2 emissions in developing economies," Resources Policy, Elsevier, vol. 88(C).
    2. Ilyas, Muhammad & Mu, Zongyu & Akhtar, Sadaf & Hassan, Hassan & Shahzad, Khurram & Aslam, Bilal & Maqsood, Shoaib, 2024. "Renewable energy, economic development, energy consumption and its impact on environmental quality: New evidence from South East Asian countries," Renewable Energy, Elsevier, vol. 223(C).
    3. Kapica, Jacek & Jurasz, Jakub & Canales, Fausto A. & Bloomfield, Hannah & Guezgouz, Mohammed & De Felice, Matteo & Zbigniew, Kobus, 2024. "The potential impact of climate change on European renewable energy droughts," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PA).
    4. Akan, Taner, 2024. "The impact of monetary policy on climate change through the mediation of sectoral renewable energy consumption," Energy Policy, Elsevier, vol. 192(C).
    5. Yu, Shiyu & Liang, Yanpeng & Zhu, Zhe & Olaniyi, Oladokun Nafiu & Khan, Numan, 2024. "Dutch disease perspective of energy sector: Natural resources and energy sector nexus with the role of renewable energy consumption," Resources Policy, Elsevier, vol. 90(C).
    6. Wu, Shu & Hu, Fangfang & Zhang, Zhijian, 2025. "Climate change and energy poverty: Evidence from China," World Development, Elsevier, vol. 186(C).
    7. Khan, Khalid & Khurshid, Adnan & Cifuentes-Faura, Javier & Xianjun, Dai, 2024. "Does renewable energy development enhance energy security?," Utilities Policy, Elsevier, vol. 87(C).
    8. Qing, Lingli & Abbas, Jawad & Najam, Hina & Ma, Xiang & Dagestani, Abd Alwahed, 2024. "Investment in renewable energy and green financing and their role in achieving carbon-neutrality and economic sustainability: Insights from Asian region," Renewable Energy, Elsevier, vol. 221(C).
    9. Nzabarinda, Vincent & Bao, Anming & Tie, Liu & Uwamahoro, Solange & Kayiranga, Alphonse & Ochege, Friday Uchenna & Muhirwa, Fabien & Bao, Jiayu, 2025. "Expanding forest carbon sinks to mitigate climate change in Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
    10. Carlos Cacciuttolo & Deyvis Cano & Ximena Guardia & Eunice Villicaña, 2024. "Renewable Energy from Wind Farm Power Plants in Peru: Recent Advances, Challenges, and Future Perspectives," Sustainability, MDPI, vol. 16(4), pages 1-28, February.
    11. Abdul Rehman & Zakia Batool & Hengyun Ma & Rafael Alvarado & Judit Oláh, 2024. "Climate change and food security in South Asia: the importance of renewable energy and agricultural credit," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-11, December.
    12. Kumler, Andrew & Kravitz, Ben & Draxl, Caroline & Vimmerstedt, Laura & Benton, Brandon & Lundquist, Julie K. & Martin, Michael & Buck, Holly Jean & Wang, Hailong & Lennard, Christopher & Tao, Ling, 2025. "Potential effects of climate change and solar radiation modification on renewable energy resources," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
    13. Omri, Anis & Ben Jabeur, Sami, 2024. "Climate policies and legislation for renewable energy transition: The roles of financial sector and political institutions," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    14. Le, Son Tay & Nguyen, Tuan Ngoc & Bui, Dac-Khuong & Teodosio, Birch & Ngo, Tuan Duc, 2024. "Comparative life cycle assessment of renewable energy storage systems for net-zero buildings with varying self-sufficient ratios," Energy, Elsevier, vol. 290(C).
    15. Uzma Ashraf & Toni Lyn Morelli & Adam B. Smith & Rebecca R. Hernandez, 2025. "Author Correction: Aligning renewable energy expansion with climate-driven range shifts," Nature Climate Change, Nature, vol. 15(1), pages 118-118, January.
    16. Shang, Yuping & Sang, Shenghu & Tiwari, Aviral Kumar & Khan, Salahuddin & Zhao, Xin, 2024. "Impacts of renewable energy on climate risk: A global perspective for energy transition in a climate adaptation framework," Applied Energy, Elsevier, vol. 362(C).
    17. Rial, Rafael Cardoso, 2024. "Biofuels versus climate change: Exploring potentials and challenges in the energy transition," Renewable and Sustainable Energy Reviews, Elsevier, vol. 196(C).
    18. Huynh, Cong Minh & Phan, Thi Nga, 2024. "Climate change and income inequality: Does renewable energy matter?," Renewable Energy, Elsevier, vol. 233(C).
    19. Miao Han & Yan Zhou & Taryn Mendonca, 2024. "Impacts of high-technology product exports on climate change mitigation in Belt and Road countries: the mediating role of renewable energy source and human capital accumulation," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(1), pages 1939-1964, January.
    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. Lee, Chien-Chiang & Wu, Zhihang, 2025. "Developing renewable energy in the face of extreme climate: Implications of tertiarization," Energy, Elsevier, vol. 321(C).
    2. Yang, Zhaofu & Liu, Hong & Yuan, Yongna & Li, Muhua, 2024. "Can renewable energy development facilitate China's sustainable energy transition? Perspective from Energy Trilemma," Energy, Elsevier, vol. 304(C).
    3. Ma, Xin & Gao, Yicheng & Li, Fashe & Wang, Shuang, 2024. "Multi-scale flow atomization characteristics of Jatropha biodiesel swirl liquid film breakup," Renewable Energy, Elsevier, vol. 237(PB).
    4. Wang, Xinyu & Chen, Heng & Tong, Xi & Gao, Yue & Pan, Peiyuan & Liu, Wenyi, 2024. "Optimal scheduling of a multi-energy complementary system simultaneously considering the trading of carbon emission and green certificate," Energy, Elsevier, vol. 310(C).
    5. Leal Silva, Jean Felipe & Nogueira, Luiz Augusto Horta & Cantarella, Heitor & Rossetto, Raffaella & Maciel Filho, Rubens & Souza, Glaucia Mendes, 2025. "Meta-data analysis of biofuels in emerging markets of Africa and Asia: Greenhouse gas savings and economic feasibility," Renewable and Sustainable Energy Reviews, Elsevier, vol. 213(C).
    6. Liu, Jiamin & Zhang, Jiaoning & Ma, Xiaoyu & Zhao, Bin & Zhang, Mengyu, 2024. "The road to sustainable development: Can the new energy demonstration city policy promote the industrial structure transformation?," Renewable Energy, Elsevier, vol. 237(PB).
    7. He, Jiaming & Tan, Qinliang & Lv, Hanyu, 2025. "Data-driven climate resilience assessment for distributed energy systems using diffusion transformer and polynomial expansions," Applied Energy, Elsevier, vol. 380(C).
    8. Haibo Jia & Hao Yun & Khalid Khan, 2025. "Does the Russia-Ukraine war cause exchange rate depreciation? Evidence from the rouble exchange rate," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 24(2), pages 225-239, May.
    9. Zheng, Mingbo & Zhang, Xinyu, 2025. "Digitalization and renewable energy development: Analysis based on cross-country panel data," Energy, Elsevier, vol. 319(C).
    10. Adnan Khurshid & Khalid Khan & Saleem Khan & Javier Cifuentes‐Faura, 2024. "Tackling sustainable development challenges: A fuzzy set examination of textile industry 4.0 and green supply chain barriers," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(6), pages 6819-6835, December.
    11. Khalique, Abdul & Wang, Yichen & Ahmed, Khalid, 2025. "Europe's environmental dichotomy: The impact of regulations, climate investments, and renewable energy on carbon mitigation in the EU-22," Energy Policy, Elsevier, vol. 198(C).
    12. Nourin Kadir & Alan S. Fung, 2025. "Integrated Micro- and Nano-Grid with Focus on Net-Zero Renewable Energy—A Survey Paper," Energies, MDPI, vol. 18(4), pages 1-21, February.
    13. Chen, Yan & Murshed, Muntasir & Sinha, Avik & Alam, Mohammad Mahtab & Khudoykulov, Khurshid, 2024. "Revisiting the resource curse hypothesis from the viewpoint of green growth: The role of Fintech as the de-cursing agent," Resources Policy, Elsevier, vol. 95(C).
    14. Bashir, Tasarruf & Wang, Huifang & Tahir, Mustafa & Zhang, Yixiang, 2025. "Wind and solar power forecasting based on hybrid CNN-ABiLSTM, CNN-transformer-MLP models," Renewable Energy, Elsevier, vol. 239(C).
    15. Théodore Desiré Tchokomani Moukam & Akira Sugawara & Yuancheng Li & Yakubu Bello, 2025. "An Evaluation of the Power System Stability for a Hybrid Power Plant Using Wind Speed and Cloud Distribution Forecasts," Energies, MDPI, vol. 18(6), pages 1-21, March.
    16. Li, Ruoyu & Gan, Yufei & Bao, Yifei & Zhou, Yun & Si, Dingwen & Liu, Qian, 2024. "Natural resources efficiency in terms of digital economy: Institutional efficiency and digital economy from the lens of natural resources," Resources Policy, Elsevier, vol. 93(C).
    17. Fan, Yi & Chang, Tsangyao & Ranjbar, Omid, 2024. "Energy security and energy mix diversification nexus in the OECD countries," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 2071-2085.
    18. Ali Umar Ahmad & Atiku Muhammad Abubakar & Maikudi Muhammad & Inuwa Mukhtar Ahmad & Bashir Yakubu Sani & Ahmad Tijjani Abdullahi & Hussaini Shiaibu, 2025. "Sustainable economic horizons: integrating green and blue economies, energy strategies to drive Nigeria’s growth potential," SN Business & Economics, Springer, vol. 5(3), pages 1-42, March.
    19. Umut Uzar, 2024. "Free Speech, Green Power: The Impact of Freedom of Expression on Renewable Energy," Sustainability, MDPI, vol. 16(19), pages 1-21, October.
    20. Ozkan, Oktay & Olanipekun, Ifedolapo Olabisi & Olasehinde-Williams, Godwin, 2024. "Dynamic correlation among renewable energy, technology, and carbon markets: Evidence from a novel nonparametric time-frequency approach," Renewable Energy, Elsevier, vol. 237(PB).

    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:eee:renene:v:245:y:2025:i:c:s0960148125004616. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    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.