Adverse weather effects on the power production of a utility-scale wind turbine

Wind turbines are commonly characterized under idealized atmospheric conditions, yet real-world operation often occurs in rain and other adverse weather that can substantially alter their aerodynamic performance. Here, we combine nearly 10 years of operational data from a 2.5 MW utility-scale wind turbine with controlled wind-tunnel experiments under heavy rain to quantify these effects and identify the mechanisms underlying rain-induced power losses. All five common adverse weather types examined reduce power production. Rain is the most frequent, occurring during 41.9% of the evaluated turbine operating period, and reduces power output by 6.3% on average, with losses reaching approximately 10% near the rated wind speed. Flow-field and force measurements reveal that droplet impacts generate non-uniform water films and rivulets, triggering premature boundary-layer transition and separation, while droplet splashing-back near the blade frontal region extracts momentum from the near-surface airflow. Together, these mechanisms reduce lift and increase drag; near stall, lift decreases by approximately 10% and drag increases by approximately 17% relative to dry conditions. By bridging long-term field observations with controlled laboratory measurements, this study establishes a mechanistic basis for predicting rain-induced turbine performance losses and highlights the need to account for precipitation in turbine design, control, and power-production forecasting.

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Publication Details

Journal
Scientific Reports
Published
2026-08-25
DOI
https://doi.org/10.1038/s41598-026-68501-x
Primary Topic
Icing and De-icing Technologies
Type
article
Field-Weighted Citation Impact
0.00

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article

Adverse weather effects on the power production of a utility-scale wind turbine

Harsha Sista, Haiyang Hu, Linyue Gao, Jiarong Hong et al.
Scientific Reports
Icing and De-icing Technologies
article

Adverse weather effects on the power production of a utility-scale wind turbine

Harsha Sista, Haiyang Hu, Linyue Gao, Jiarong Hong, Hui Hu
article en

Abstract

Wind turbines are commonly characterized under idealized atmospheric conditions, yet real-world operation often occurs in rain and other adverse weather that can substantially alter their aerodynamic performance. Here, we combine nearly 10 years of operational data from a 2.5 MW utility-scale wind turbine with controlled wind-tunnel experiments under heavy rain to quantify these effects and identify the mechanisms underlying rain-induced power losses. All five common adverse weather types examined reduce power production. Rain is the most frequent, occurring during 41.9% of the evaluated turbine operating period, and reduces power output by 6.3% on average, with losses reaching approximately 10% near the rated wind speed. Flow-field and force measurements reveal that droplet impacts generate non-uniform water films and rivulets, triggering premature boundary-layer transition and separation, while droplet splashing-back near the blade frontal region extracts momentum from the near-surface airflow. Together, these mechanisms reduce lift and increase drag; near stall, lift decreases by approximately 10% and drag increases by approximately 17% relative to dry conditions. By bridging long-term field observations with controlled laboratory measurements, this study establishes a mechanistic basis for predicting rain-induced turbine performance losses and highlights the need to account for precipitation in turbine design, control, and power-production forecasting.

Scientific Reports
Worcester Polytechnic Institute (US), University of Minnesota (US), Iowa State University (US), University of Colorado Denver (US)
National Science Foundation, Iowa Energy Center
Affordable and clean energy
Openalex Percentile: Top 6%
Icing and De-icing Technologies
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