Insights / Field note · Wind

How wind direction shapes a power curve in complex terrain

In complex terrain, the direction the wind approaches from can noticeably change a turbine's observed power curve.

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The plot below shows a clear directional pattern. For some wind directions the turbine tracks the OEM power curve well. For others there is noticeable underperformance at the same measured wind speed.

Scatter plot of turbine power against density-adjusted wind speed, points coloured by wind direction, with a red OEM power curve. The spread falls to both sides of the curve depending on direction.
Measured power against density-adjusted wind speed for one turbine, coloured by wind direction, with the OEM power curve in red. Some directions track the curve, others underperform at the same wind speed.

This turbine sits on a steep slope, so different wind sectors see very different flow conditions depending on whether the flow travels up the slope, down it, or across it. That introduces different combinations of inflow angle, shear, veer, turbulence and measurement effects.

It is a useful reminder that power curve analysis can hide important behaviour when all wind directions are grouped together.

Going further, sector by sector

The second plot makes the terrain link explicit. The left side shows the percentage AEP difference to the site mean, using each 30 degree wind sector as the power curve for the full year. The right side shows the upwind slope angle, measured 2 to 5 rotor diameters ahead of the turbine.

The turbine sits on top of a ridge, with a steep north-west-facing slope, a less steep east-facing slope, a plateau to the south, and a flat ridge line to the north east.

Broadly, where the upwind slope is steeper the AEP loss against site mean is higher, and where it is flatter the AEP gain is higher. It is not a perfectly clean relationship, since a couple of steep sectors sit near zero, but the pattern is clear.

Two polar plots by wind sector. Left shows percentage AEP difference versus site mean, red for loss and green for gain. Right shows upwind slope magnitude in degrees, steepest to the north west.
Left, per-sector AEP difference to the site mean using each 30 degree sector's own power curve. Right, upwind slope magnitude per sector. Steeper upwind slopes broadly align with larger AEP loss.

Charts and analysis by PowerVeritas. Where open datasets are used, sources are credited on the attributions page.