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A probabilistic risk assessment framework for the impact assessment of extreme events on renewable power plant components

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  • Sánchez-Pozo, Nadia N.
  • Vanem, Erik
  • Bloomfield, Hannah
  • Aizpurua, Jose I.

Abstract

Climate change is expected to worsen the frequency, intensity, and impacts of extreme weather events. Renewable energy sources (RESs) play a key role in the decarbonization process to decelerate climate change effects. However, extreme events pose a significant threat to renewable energy infrastructure. Accordingly, understanding the impacts of extremes on RESs becomes crucial to ensure the reliability of power grids. In this context, this research presents a novel probabilistic risk assessment framework to evaluate the degradation of wind turbine transformers (WTTs) and photovoltaic (PV) panels in the face of extreme weather conditions. The framework uses a Gaussian copula to model the joint probability of extreme events, effectively incorporating multivariate phenomena. Case studies involving WTTs and PV panels operated in different wind and solar power plants, illustrate the effectiveness of the proposed methodology, demonstrating its ability to capture the combined influence of different meteorological variables on degradation rates. These results underscore the potential of this framework to assess weather-related risks in renewable energy systems, thereby enhancing their resilience and reliability.

Suggested Citation

  • Sánchez-Pozo, Nadia N. & Vanem, Erik & Bloomfield, Hannah & Aizpurua, Jose I., 2025. "A probabilistic risk assessment framework for the impact assessment of extreme events on renewable power plant components," Renewable Energy, Elsevier, vol. 240(C).
    • Handle: RePEc:eee:renene:v:240:y:2025:i:c:s0960148124022365
    DOI: 10.1016/j.renene.2024.122168
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    1. Efi Rousi & Kai Kornhuber & Goratz Beobide-Arsuaga & Fei Luo & Dim Coumou, 2022. "Accelerated western European heatwave trends linked to more-persistent double jets over Eurasia," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    2. Sengupta, Manajit & Xie, Yu & Lopez, Anthony & Habte, Aron & Maclaurin, Galen & Shelby, James, 2018. "The National Solar Radiation Data Base (NSRDB)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 89(C), pages 51-60.
    3. Han, Shuang & Qiao, Yan-hui & Yan, Jie & Liu, Yong-qian & Li, Li & Wang, Zheng, 2019. "Mid-to-long term wind and photovoltaic power generation prediction based on copula function and long short term memory network," Applied Energy, Elsevier, vol. 239(C), pages 181-191.
    4. Tuhibur Rahman & Ahmed Al Mansur & Molla Shahadat Hossain Lipu & Md. Siddikur Rahman & Ratil H. Ashique & Mohamad Abou Houran & Rajvikram Madurai Elavarasan & Eklas Hossain, 2023. "Investigation of Degradation of Solar Photovoltaics: A Review of Aging Factors, Impacts, and Future Directions toward Sustainable Energy Management," Energies, MDPI, vol. 16(9), pages 1-30, April.
    5. Xiaoyuan Li & Denise L. Mauzerall & Mike H. Bergin, 2020. "Global reduction of solar power generation efficiency due to aerosols and panel soiling," Nature Sustainability, Nature, vol. 3(9), pages 720-727, September.
    6. Beyza, Jesus & Yusta, Jose M., 2021. "The effects of the high penetration of renewable energies on the reliability and vulnerability of interconnected electric power systems," Reliability Engineering and System Safety, Elsevier, vol. 215(C).
    7. Ibrahim, Nur Atirah & Wan Alwi, Sharifah Rafidah & Manan, Zainuddin Abdul & Mustaffa, Azizul Azri & Kidam, Kamarizan, 2022. "Risk matrix approach of extreme temperature and precipitation for renewable energy systems in Malaysia," Energy, Elsevier, vol. 254(PC).
    8. Gilletly, Samuel D. & Jackson, Nicole D. & Staid, Andrea, 2023. "Evaluating the impact of wildfire smoke on solar photovoltaic production," Applied Energy, Elsevier, vol. 348(C).
    9. Oscar Kwame Segbefia & Tor Oskar Sætre, 2022. "Investigation of the Temperature Sensitivity of 20-Years Old Field-Aged Photovoltaic Panels Affected by Potential Induced Degradation," Energies, MDPI, vol. 15(11), pages 1-17, May.
    10. Otero, Noelia & Martius, Olivia & Allen, Sam & Bloomfield, Hannah & Schaefli, Bettina, 2022. "A copula-based assessment of renewable energy droughts across Europe," Renewable Energy, Elsevier, vol. 201(P1), pages 667-677.
    11. Vanem, Erik, 2023. "Analysing multivariate extreme conditions using environmental contours and accounting for serial dependence," Renewable Energy, Elsevier, vol. 202(C), pages 470-482.
    12. Aghaei, M. & Fairbrother, A. & Gok, A. & Ahmad, S. & Kazim, S. & Lobato, K. & Oreski, G. & Reinders, A. & Schmitz, J. & Theelen, M. & Yilmaz, P. & Kettle, J., 2022. "Review of degradation and failure phenomena in photovoltaic modules," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    13. Elio Chiodo & Bassel Diban & Giovanni Mazzanti & Fabio De Angelis, 2023. "A Review on Wind Speed Extreme Values Modeling and Bayes Estimation for Wind Power Plant Design and Construction," Energies, MDPI, vol. 16(14), pages 1-20, July.
    14. Sakki, G.K. & Tsoukalas, I. & Kossieris, P. & Makropoulos, C. & Efstratiadis, A., 2022. "Stochastic simulation-optimization framework for the design and assessment of renewable energy systems under uncertainty," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    15. 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.
    16. Staffell, Iain & Green, Richard, 2014. "How does wind farm performance decline with age?," Renewable Energy, Elsevier, vol. 66(C), pages 775-786.
    17. Laino, Emilio & Iglesias, Gregorio, 2023. "Extreme climate change hazards and impacts on European coastal cities: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).
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    1. Samantha M. Treacy & Alexandra B. Moura, 2025. "The effects and financial impacts of wildfire smoke on solar photovoltaic power production in Alberta, Canada," Working Papers REM 2025/0373, ISEG - Lisbon School of Economics and Management, REM, Universidade de Lisboa.

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