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RootMyb1 DEL (kNm)<br />

4000<br />

3500<br />

3000<br />

2500<br />

2000<br />

1500<br />

1000<br />

500<br />

m=10<br />

m=3<br />

0<br />

0 200 400 600 800 1000<br />

RootMyb1 standard deviation (kNm)<br />

Figure 135: DEL vs STD values of blade root flapwise bending moment (RootMyb1) from<br />

various simulations of the NREL 5-MW wind turbine. The DEL calculation depends on m,<br />

the slope of the S-N (stress vs. cycles to failure) curve for the particular material. The value<br />

m=3 is typical for welded steel, and m=10 is typical for composite blades.<br />

10.2.3 The Relationship between Variance and Damage Equivalent Loads<br />

Asidefromregulatinggeneratorspeed,theobjectiveofthecontrolinabove-ratedconditionsis<br />

to minimize variations in stress on turbine components because they cause material fatigue,<br />

which over time leads to failure. The damage equivalent load (DEL) (IEC, 2001) is the<br />

standard method of quantifying fatigue damage. However, the DEL is a fairly complicated<br />

nonlinear function of a load on a turbine component, and it is difficult to minimize directly.<br />

Instead, the standard deviation (STD) of a load can be minimized, and this is correlated with<br />

reduction in the DEL, as shown in Fig. 135. Minimizing variance is the same as minimizing<br />

standard deviation because the variance is simply the standard deviation squared.<br />

10.3 Preview Time in Feedforward Control<br />

10.3.1 Ideal Feedforward Controller Preview Time<br />

The ideal feedforward controller (Eq. (216)) is typically non-causal, and therefore not implementableexceptbycausalapproximationorbyusingapreviewmeasurementofthewind.This<br />

non-causality appears whenever TyβFF has more phase delay than Tywt, or in other words,<br />

the blade pitch command takes longer to affect the output of interest than does the wind<br />

disturbance. This happens whenever a blade pitch actuator model is included, and it has also<br />

been observed when blade-flexibilityis modeled. The difference in phase delay between TyβFF<br />

and Tywt determines how much preview time is required to implement the ideal controller. A<br />

smaller-than-ideal amount of preview time is still useful, allowing a better approximation to<br />

the ideal controller than would be possible with no preview time at all.<br />

The pitch actuator for the NREL 5-MW wind turbine is typically modeled as a 2nd-order<br />

low-pass filter with a natural frequency of 1 Hz and a damping ratio of 0.7. This results in a<br />

delay of about 0.225 seconds that appears in TyβFF but not Tywt. Phase delay is converted<br />

to time delay using the equation<br />

time delay = −phase/360 ◦ /frequency.<br />

The time delay is a function of frequency, but remains fairly constant at low frequencies, and<br />

we use this low-frequency value of the time delay.<br />

When blade flexibility is modeled on the NREL 5-MW wind turbine, and when the output<br />

y is chosen to be generator speed error, the delay in TyβFF further increases relative to Tywt.<br />

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

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