Preprints
https://doi.org/10.5194/wes-2025-278
https://doi.org/10.5194/wes-2025-278
17 Dec 2025
 | 17 Dec 2025
Status: this preprint is currently under review for the journal WES.

Comparison of measured and simulated fatigue loads on a multi-megawatt wind turbine

Ansh Patel, Jakob Mann, Mikael Sjöholm, Kasper Zinck, and Karunya Raj

Abstract. The Mann turbulence model is widely used in the design and certification of multi-megawatt wind turbines. However, these turbines operate in a region of the atmosphere where the model’s assumptions are violated. One of the most significant assumptions is that of neutral stability conditions, which raises concerns about the model's accuracy for load simulations. To investigate this, we compare fatigue loads measured on a 15 MW wind turbine with simulations performed using an aeroelastic solver. The inflow was characterized using data from a meteorological mast equipped with sonic and cup anemometers. The turbulence model was fitted to measurements of auto-spectra under varying wind speeds and stability conditions, while the vertical profile of wind speed was represented by a power law. The resulting wind fields were then used as input to the aeroelastic simulations.

We first present a comparison of measured fatigue loads on the tower and blades across different atmospheric stability regimes. The difference in loads between unstable and stable conditions was found to be 98 % for the tower and 20 % for the blades, underscoring the importance of accounting for atmospheric stability in wind turbine siting and load verification campaigns. A subsequent comparison of measurements and simulations revealed that loads from the two sources tend to fall within three standard deviations of each other, even under non-neutral stability conditions. However, the simulated fatigue loads on the tower were overestimated by a margin of five standard deviations under some stable conditions, likely due to incorrect predictions of the spectral coherence made by the turbulence model. Shear extrapolation based on the power law might also lead to overestimation of blade loads in the simulations. 

These results indicate that, despite its simplifying assumptions, the Mann model when fitted to measurements of turbulence auto-spectra, does not introduce significant errors in fatigue load simulations for solitary multi-megawatt wind turbines.

Competing interests: One of the authors is a chief editor in Wind Energy Science. Two of the authors are employed by Vestas Wind Systems A/S.

Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.
Share
Ansh Patel, Jakob Mann, Mikael Sjöholm, Kasper Zinck, and Karunya Raj

Status: open (until 14 Jan 2026)

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
Ansh Patel, Jakob Mann, Mikael Sjöholm, Kasper Zinck, and Karunya Raj
Ansh Patel, Jakob Mann, Mikael Sjöholm, Kasper Zinck, and Karunya Raj
Metrics will be available soon.
Latest update: 17 Dec 2025
Download
Short summary
This study shows that "buoyancy" of the atmosphere has a large impact on the lifetime of a wind turbine. We use measurements from one of the largest wind turbines in the world to show this feature of the atmosphere must be considered while designing these humongous machines. Our work is also motivated by the need to update the current models of the atmosphere.  Indeed, as turbines increase in size, there is a concern that the deficiencies of our models might become exposed.
Share
Altmetrics