IDEAS home Printed from https://ideas.repec.org/a/spr/qualqt/v59y2025i2d10.1007_s11135-024-02033-2.html
   My bibliography  Save this article

Global electricity generation from renewable sources using fuzzy sets and spatial analysis: revolution in solar and wind energy in BRICS countries

Author

Listed:
  • Olga Krechko

    (Financial University Under the Government of the Russian Federation
    Western Caspian University
    Baku Eurasian University)

  • Alexey Mikhaylov

    (Financial University Under the Government of the Russian Federation)

Abstract

The adverse and increasing consequences of global climate change facing the modern world point to the need to reduce carbon emissions and transition to cleaner and more eco-friendly sources of energy for electricity generation. This paper explores global renewable electricity production using novel analytical model and methodological approach based on fuzzy sets and spatial analysis from 1990 to 2022. The innovative aspects of the proposed approach are: artificial intelligence and fuzzy logical approach, higher accuracy and low source energy demand. The findings obtained and innovative aspects of the proposed approach. Paper uses data from open sources mainly as reported by Global Carbon Project (Annual carbon dioxide (CO₂) emissions worldwide from 1940 to 2023 in Statista, 2023). Originality of paper is in proof of the development of solar and wind energy, their advantages and disadvantages, as well as their impact on the environment. The novelty of this paper comes from the diversification of energy generation solutions that can meet highly variable needs in a more efficient and carbon-free manner. The findings of the research can contribute to a better understanding of the dynamics of the electricity generation using renewable sources and help to identify ways to improve the sustainability and efficiency of the energy supply system in the future. Analysis of various studies also shows the next future directions of research (1) Integration of the multiple renewable energy sources. (2) Control systems using fuzzy logic. (3) Optimization of energy storage systems. (4) Systems aimed at supporting decision making. Such systems can help policymakers and practitioners make energy planning decisions, as well as decisions about the deployment of renewable energy technologies.

Suggested Citation

  • Olga Krechko & Alexey Mikhaylov, 2025. "Global electricity generation from renewable sources using fuzzy sets and spatial analysis: revolution in solar and wind energy in BRICS countries," Quality & Quantity: International Journal of Methodology, Springer, vol. 59(2), pages 1553-1571, April.
  • Handle: RePEc:spr:qualqt:v:59:y:2025:i:2:d:10.1007_s11135-024-02033-2
    DOI: 10.1007/s11135-024-02033-2
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11135-024-02033-2
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11135-024-02033-2?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. Chu, Yin & Gao, Juanxia & Li, Haoyang, 2023. "Wind power expansion and regional allocative efficiency among fossil-fuel electricity generators," International Journal of Industrial Organization, Elsevier, vol. 91(C).
    2. Rahman, Abidur & Farrok, Omar & Haque, Md Mejbaul, 2022. "Environmental impact of renewable energy source based electrical power plants: Solar, wind, hydroelectric, biomass, geothermal, tidal, ocean, and osmotic," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    3. Yuan, Mengyao & Tong, Fan & Duan, Lei & Dowling, Jacqueline A. & Davis, Steven J. & Lewis, Nathan S. & Caldeira, Ken, 2020. "Would firm generators facilitate or deter variable renewable energy in a carbon-free electricity system?," Applied Energy, Elsevier, vol. 279(C).
    4. A. T. D. Perera & Vahid M. Nik & Deliang Chen & Jean-Louis Scartezzini & Tianzhen Hong, 2020. "Quantifying the impacts of climate change and extreme climate events on energy systems," Nature Energy, Nature, vol. 5(2), pages 150-159, February.
    5. Yadong Lei & Zhili Wang & Deying Wang & Xiaoye Zhang & Huizheng Che & Xu Yue & Chenguang Tian & Junting Zhong & Lifeng Guo & Lei Li & Hao Zhou & Lin Liu & Yangyang Xu, 2023. "Co-benefits of carbon neutrality in enhancing and stabilizing solar and wind energy," Nature Climate Change, Nature, vol. 13(7), pages 693-700, July.
    6. Al-Dousari, Ali & Al-Nassar, Waleed & Al-Hemoud, Ali & Alsaleh, Abeer & Ramadan, Ashraf & Al-Dousari, Noor & Ahmed, Modi, 2019. "Solar and wind energy: Challenges and solutions in desert regions," Energy, Elsevier, vol. 176(C), pages 184-194.
    7. Lei Duan & Robert Petroski & Lowell Wood & Ken Caldeira, 2022. "Stylized least-cost analysis of flexible nuclear power in deeply decarbonized electricity systems considering wind and solar resources worldwide," Nature Energy, Nature, vol. 7(3), pages 260-269, March.
    8. Murshed, Muntasir, 2023. "Efficacies of technological progress and renewable energy transition in amplifying national electrification rates: contextual evidence from developing countries," Utilities Policy, Elsevier, vol. 81(C).
    9. Shahnazi, Rouhollah & Alimohammadlou, Moslem, 2022. "Investigating risks in renewable energy in oil-producing countries through multi-criteria decision-making methods based on interval type-2 fuzzy sets: A case study of Iran," Renewable Energy, Elsevier, vol. 191(C), pages 1009-1027.
    10. Bogdanov, Dmitrii & Ram, Manish & Aghahosseini, Arman & Gulagi, Ashish & Oyewo, Ayobami Solomon & Child, Michael & Caldera, Upeksha & Sadovskaia, Kristina & Farfan, Javier & De Souza Noel Simas Barbos, 2021. "Low-cost renewable electricity as the key driver of the global energy transition towards sustainability," Energy, Elsevier, vol. 227(C).
    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. Dongsheng Zheng & Dan Tong & Steven J. Davis & Yue Qin & Yang Liu & Ruochong Xu & Jin Yang & Xizhe Yan & Guannan Geng & Huizheng Che & Qiang Zhang, 2024. "Climate change impacts on the extreme power shortage events of wind-solar supply systems worldwide during 1980–2022," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    2. Oyewo, Ayobami Solomon & Solomon, A.A. & Bogdanov, Dmitrii & Aghahosseini, Arman & Mensah, Theophilus Nii Odai & Ram, Manish & Breyer, Christian, 2021. "Just transition towards defossilised energy systems for developing economies: A case study of Ethiopia," Renewable Energy, Elsevier, vol. 176(C), pages 346-365.
    3. Wu, Junqi & Niu, Zhibin & Li, Xiang & Huang, Lizhen & Nielsen, Per Sieverts & Liu, Xiufeng, 2023. "Understanding multi-scale spatiotemporal energy consumption data: A visual analysis approach," Energy, Elsevier, vol. 263(PD).
    4. Yu, Min Gyung & Pavlak, Gregory S., 2023. "Risk-aware sizing and transactive control of building portfolios with thermal energy storage," Applied Energy, Elsevier, vol. 332(C).
    5. Bogdanov, Dmitrii & Breyer, Christian, 2024. "Role of smart charging of electric vehicles and vehicle-to-grid in integrated renewables-based energy systems on country level," Energy, Elsevier, vol. 301(C).
    6. Lin, Boqiang & Xu, Chongchong, 2024. "The effects of industrial robots on firm energy intensity: From the perspective of technological innovation and electrification," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    7. Hasret Sahin & A. A. Solomon & Arman Aghahosseini & Christian Breyer, 2024. "Systemwide energy return on investment in a sustainable transition towards net zero power systems," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    8. Taghizadeh-Hesary, Farhad & Rasoulinezhad, Ehsan & Shahbaz, Muhammad & Vinh Vo, Xuan, 2021. "How energy transition and power consumption are related in Asian economies with different income levels?," Energy, Elsevier, vol. 237(C).
    9. Jing-Li Fan & Zezheng Li & Xi Huang & Kai Li & Xian Zhang & Xi Lu & Jianzhong Wu & Klaus Hubacek & Bo Shen, 2023. "A net-zero emissions strategy for China’s power sector using carbon-capture utilization and storage," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    10. Róbert Csalódi & Tímea Czvetkó & Viktor Sebestyén & János Abonyi, 2022. "Sectoral Analysis of Energy Transition Paths and Greenhouse Gas Emissions," Energies, MDPI, vol. 15(21), pages 1-26, October.
    11. Abadie, Luis Mª & Chamorro, José M., 2023. "Investment in wind-based hydrogen production under economic and physical uncertainties," Applied Energy, Elsevier, vol. 337(C).
    12. Joseph Nyangon & Ruth Akintunde, 2024. "Anomaly Detection in California Electricity Price Forecasting: Enhancing Accuracy and Reliability Using Principal Component Analysis," Papers 2412.07787, arXiv.org.
    13. Tomasz Rokicki & Radosław Jadczak & Adam Kucharski & Piotr Bórawski & Aneta Bełdycka-Bórawska & András Szeberényi & Aleksandra Perkowska, 2022. "Changes in Energy Consumption and Energy Intensity in EU Countries as a Result of the COVID-19 Pandemic by Sector and Area Economy," Energies, MDPI, vol. 15(17), pages 1-26, August.
    14. Mao, Yuanfang & Wen, Yizhang & Chen, Haowen & Liao, Min, 2024. "Tungsten-liquid triboelectric nanogenerator for water-flowing energy harvesting with low-resistance and high-DC density," Energy, Elsevier, vol. 309(C).
    15. Liu, Xinyu & Yang, Jianping & Yang, Chunhe & Zhang, Zheyuan & Chen, Weizhong, 2023. "Numerical simulation on cavern support of compressed air energy storage(CAES)considering thermo-mechanical coupling effect," Energy, Elsevier, vol. 282(C).
    16. Chung-Hao Chang & Shih-Fang Lo, 2022. "Impact Analysis of a National and Corporate Carbon Emission Reduction Target on Renewable Electricity Use: A Review," Energies, MDPI, vol. 15(5), pages 1-18, February.
    17. Lopez, Gabriel & Galimova, Tansu & Fasihi, Mahdi & Bogdanov, Dmitrii & Breyer, Christian, 2023. "Towards defossilised steel: Supply chain options for a green European steel industry," Energy, Elsevier, vol. 273(C).
    18. Sun, Wenchao & Huang, Yuewu & Zhao, Yonggang, 2023. "Performance assessment of a coupled device of thermoradiation cell and photovoltaic cell for energy cascade utilization," Energy, Elsevier, vol. 281(C).
    19. Li, Qingqing & Shi, Jinbo & Li, Wenxiang & Xiao, Siyun & Song, Ke & Zhang, Yongbo & Wang, Zhenqi & Gu, Jie & Liu, Bo & Lai, Xiaoming, 2024. "An efficient tool for real-time global carbon neutrality with credibility of delicacy management: A Modelx + MRV + O system," Applied Energy, Elsevier, vol. 372(C).
    20. Hamed, Mohammad M. & Mohammed, Ali & Olabi, Abdul Ghani, 2023. "Renewable energy adoption decisions in Jordan's industrial sector: Statistical analysis with unobserved heterogeneity," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).

    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:qualqt:v:59:y:2025:i:2:d:10.1007_s11135-024-02033-2. 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.