Preprints
https://doi.org/10.5194/wes-2025-114
https://doi.org/10.5194/wes-2025-114
14 Jul 2025
 | 14 Jul 2025
Status: this preprint is currently under review for the journal WES.

Modelling of wind flows over realistic forests with LES

Hugo Olivares-Espinosa and Johan Arnqvist

Abstract. An LES based model for the simulation of wind flows over realistic forests and topography is presented. Terrain elevation as well as forest density maps from airborne laser scans are employed to investigate the importance of specific model choices related to capturing upstream terrain effects on the wind resource. The study is divided in three parts. Firstly, an extended verification process over idealized conditions is carried out. Secondly, a validation where the model is compared to field measurements acquired in the south-east of Sweden and finally an assessment of the forest and terrain footprint based on variations of the surface representation. The results show an agreement of turbulence statistics compared to the literature when forest is explicitly modelled, following expected trends as a function of the tree density. When the forest is explicitly modelled the impact of the ground roughness becomes insignificant, even for an unrealistically sparse forest. The study also demonstrates that a model relying only on ground roughness yields notable differences in the turbulence characteristics. This is partly attributed to the inability of the model to reproduce sufficient drag for forest-equivalent values of roughness length z0 while maintaining the applicability of wall functions, which can impose strict limitations on the grid near ground. This is further complicated by the problem of converting realistic, heterogeneous forests fields to z0. Moreover, turbulence statistics in the roughness sublayer are affected by the lack of vertical permeability. The validation shows that the model is able to capture the flow characteristics imprinted by different surface features on the wind along three distinctive wind directions. Vertically separated spectral coherence from the LES is slightly below compared to the IEC standard, which can be attributed to the reference velocities used in the normalization of the frequency. The footprint study shows that the heterogeneity of a realistic forest produces higher drag in comparison with homogeneous conditions while also providing a better agreement with observations. An analysis based on correlations of upstream forest drag with target wind statistics shows that a point above the terrain is most significantly influenced by the footprint of a forest area located at about 10 times upstream of its height above ground. When correlations are applied to turbulence, this separation increases five-fold. These findings provide a valuable insight to determine the optimal domain size of a computational domain in forest simulations under neutral atmospheric stratification. Further comparisons of fully uniform vs. limited areas of realistic forest revealed that at heights above 100 m no clear differences in the wind flow are seen. Conversely, comparing flat terrain with the actual topography – with a realistic forest distribution on both cases – demonstrated a clear importance of capturing small scale terrain features.

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Hugo Olivares-Espinosa and Johan Arnqvist

Status: open (until 11 Aug 2025)

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Hugo Olivares-Espinosa and Johan Arnqvist
Hugo Olivares-Espinosa and Johan Arnqvist
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Short summary
This work presents an investigation into varying modelling choices for large eddy simulation over realistic forests. The focus is on how to represent the impact of upstream forest cover on the wind statistics. The work clearly demonstrates the advantage of using an explicit drag formulation together with forest density maps from airborne laser scans over using roughness length and displacement height, mainly because it leverages observable quantities and minimizes the impact uncertain choices.
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