the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Impact of atmospheric stability and turbulence on wind turbine wake characteristics: a nacelle lidar study
Abstract. Wind turbine wakes reduce the generated power and increase loads on downstream turbines. Their characteristics depend strongly on the atmospheric conditions in the boundary layer. This study addresses the complex turbine-atmosphere interaction specifically in the near wake region up to four rotor diameters downstream of a utility-scale wind turbine. We utilize an exceptionally large database of concise measurements of inflow conditions and wake characteristics collected from November 2023 to June 2024 at the WiValdi research wind farm in northern Germany. The dataset comprises measurements from a downstream-looking Doppler wind lidar mounted on the nacelle, a meteorological inflow mast and wind turbine operational data. Wake characteristics and near wake lengths are deduced from the lidar scanning at multiple horizontal planes and are analyzed across a wide range of atmospheric conditions, including stability, wind shear, veer and turbulence. The wake velocity deficit is observed to be reduced with stronger turbulence and enhanced under stable conditions. Stronger wind veering across the rotor layer, in the absence of yaw misalignment, correlates to intensified wake deflection and to stronger vertical tilting. A high shear exponent and potential temperature gradient are associated with increased lateral asymmetry of the velocity deficit's double Gaussian peaks at one rotor diameter downstream. We find that the near wake extends on average 2.01 rotor diameters downstream, with a standard deviation of 0.41 rotor diameters. The near wake length exhibits greater sensitivity to atmospheric conditions than to turbine operational parameters, with the strongest correlations found for turbulence intensity and static stability. Under strongly stable conditions and weak turbulence, near wake lengths are particularly long reaching up to 3.8 rotor diameters downstream. This study highlights the importance of considering diverse meteorological inflow conditions when refining and validating wind turbine wake models.
Competing interests: At least one of the (co-)authors is a member of the editorial board of Wind Energy Science. The peer-review process was guided by an independent editor, and the authors also have no other competing interests to declare.
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.- Preprint
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RC1: 'Comment on wes-2026-8', Anonymous Referee #1, 19 Feb 2026
- AC1: 'Reply on RC1', Julia Menken, 18 Apr 2026
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RC2: 'Comment on wes-2026-8', Anonymous Referee #2, 24 Feb 2026
Please find the comments included in the attached file.
- AC2: 'Reply on RC2', Julia Menken, 18 Apr 2026
Status: closed
-
RC1: 'Comment on wes-2026-8', Anonymous Referee #1, 19 Feb 2026
Congrats on this work! Please see the attachment.
-Stefano Letizia-
- AC1: 'Reply on RC1', Julia Menken, 18 Apr 2026
-
RC2: 'Comment on wes-2026-8', Anonymous Referee #2, 24 Feb 2026
Please find the comments included in the attached file.
- AC2: 'Reply on RC2', Julia Menken, 18 Apr 2026
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Congrats on this work! Please see the attachment.
-Stefano Letizia-