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hh hub<br />

1.6<br />

1.4<br />

1.2<br />

1.0<br />

0.8<br />

0.6<br />

0.4<br />

measurements<br />

<br />

fit<br />

Α fit 0.12<br />

RSS 0.03<br />

<br />

<br />

<br />

<br />

<br />

<br />

<br />

<br />

a<br />

6.5 7 7.5<br />

wind speedlidarms<br />

hh hub<br />

1.6<br />

1.4<br />

1.2<br />

1.0<br />

0.8<br />

0.6<br />

0.4<br />

<br />

measurements<br />

fit<br />

Α fit 0.14<br />

RSS 0.15<br />

<br />

<br />

<br />

<br />

<br />

<br />

<br />

<br />

b<br />

6.5 7 7.5<br />

wind speedlidarms<br />

Figure 93: Example of measured wind profiles and their fit to a power law profile. (a) RSS ≤<br />

0.1, (b) RSS > 0.1<br />

According to this classification, profile (a) in Figure 93 would be in group 1 and profile (b)<br />

in group 2. The value of 0.1 was chosen here as threshold for the RSS, because it gave two<br />

groups of data showing two trends (shown below) while being statistically comparable (as<br />

they count similar numbers of data: 511 in group 1 and 396 in group 2). It is recognized that<br />

this threshold is somewhat arbitrary and should subsequently be “fine-tuned” using a large<br />

number of datasets.<br />

7.4 Equivalent wind speed<br />

7.4.1 Standard power curve for the two groups of wind profiles<br />

Figure 94 shows the standard scatter plot of the power (a) and the Cp (b) as function of the<br />

wind speed at hub height. Cp is defined as in the current IEC standard 61400-12-1:<br />

Cp =<br />

P<br />

0.5ρu 3 hub A,<br />

(165)<br />

where P is the electrical power output of the turbine and A is the rotor swept area. The two<br />

colours represent the two groups of wind profiles: points obtained with the group 1 profiles<br />

(RSS ≤ 0.1) are displayed in black and those obtained with group 2 profiles (RSS > 0.1) are<br />

displayed in red.<br />

Figures 94(a) and (b) show two trends (one for each group) leading to two mean power<br />

curves and Cp curves (obtained after binning the data into 0.5 m s −1 wind speed bins and<br />

averaging as required by the IEC 614000-12-1 standard) (Figures 94(c) and (d)). The power<br />

output of the turbine for a given wind speed (at hub height) is smaller for data from group<br />

2 (non power-law profiles) than for data from group 1 and the data from group 2 generally<br />

give a lower Cp.<br />

What might appear here, for the non-power law profiles, as an underperformance of the<br />

wind turbine is an overestimation of the kinetic energy flux of the wind. Indeed, the Cp<br />

definition given by Eq. (165) implicitly assumes that the wind speed is constant over the<br />

entire rotor swept area:<br />

or, in other words, the wind speed shear is ignored.<br />

u(z) = uhub KEhub = 0.5ρu 3 hubA, (166)<br />

150 <strong>DTU</strong> Wind Energy-E-Report-0029(EN)

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