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Lidar data has been successfully combined with the output from flow-modelling software,<br />

using both linear models (Bingöl et al., 2008, 2009; Bingöl, 2010) and computational fluid<br />

dynamics, CFD (Harris et al., 2010; Pitter et al., 2012). This pragmatic approach generates<br />

measurements equivalent to a “point-in-space” sensor by using the results of flow modelling<br />

to adjust the measured lidar wind speed. This topic will is dealt with elsewhere in this lecture<br />

series, examining possible improvement of lidar resource assessment capability in complex<br />

terrain.<br />

4.6.6 Dependence on backscatter level<br />

Under conditions of high backscatter, the spectrum provides an accurate measure of the<br />

distribution of line-of-sight velocities within the probe volume, weighted according to Eq.<br />

(91). As the backscattering strength drops (usually associated with increased air clarity) this<br />

has a similar effect to raising the detection threshold, and will lead to elimination from the<br />

spectrum of weaker components of velocity. The impact of the system noise floor on the<br />

detailed spectral shape will also be increased. The centroid values 〈VLOS〉 will be unbiased<br />

and independent of threshold level when the spectrum is symmetrical. However, for a skewed<br />

(asymmetric) spectrum the precise value of 〈VLOS〉 will be sensitive to the threshold. Hence<br />

a small difference in measured wind speed is possible between two measurements under<br />

conditions that are identical in every way apart from the level of backscatter. However, there<br />

is no evidence from comparisons so far to suggest that this leads in practice to a significant<br />

discrepancy.<br />

A further possibility to be considered is the effect of saturation (by very strong scattering<br />

returns from thick cloud) of the lidar detector, electronics or signal processing. In the event<br />

that the input signal exceeds these limits, the spectrum will become distorted, possibly featuring<br />

higher harmonic components of the true Doppler frequencies. In practice, the range of<br />

inputs to the ADC can be tailored to accommodate the highest levels of backscatter that will<br />

reasonably be encountered, eliminating the risk of bias.<br />

4.6.7 Beam obscuration and attenuation<br />

Lidar can operate successfully even when part of its scan is obscured. This confers great<br />

flexibility so that the system can easily be located adjacent to masts, buildings or in forests.<br />

Stationary objects pose no major problem other than the loss of wind measurements from the<br />

relevant obscured sector of the scan. Slowly moving objects can also easily be filtered, based<br />

on the magnitude of their Doppler shift.<br />

Intheabovecases,thefittoEq.(100)willnolongercontaindataoverthefull360 ◦ rangeof<br />

φ. Laboratoryexperiments on moving belt targets have indicated that accurate measurements<br />

are obtained even when over half of the scan is obscured. Large errors in the least-squares<br />

fitting process become possible as the obscuration increases yet further; such conditions are<br />

identified and a null result returned.<br />

4.6.8 Wind direction<br />

Forground based, vertically scanningZephIR, the twobest-fit solutionsZephIR obtainsto Eq.<br />

(100) give values of wind direction that are 180 ◦ apart. Selection between the two options is<br />

made with reference to the measurement of wind direction from a ground-based anemometer.<br />

This needs to be in disagreement by over 90 ◦ with the direction at the chosen height for the<br />

incorrect choice to be made. While such a directional shear (veer) is conceivable in highly<br />

complex terrain and at very low wind speed, it is much less likely in the reasonably uniform<br />

conditions of interest for wind energy applications, and the wind direction selection can be<br />

propagated upwards from measurements at several heights. In the event of the wrong choice<br />

beingmade,leadingtoawinddirectionthatisinerrorby180 ◦ ,thevalueofverticalcomponent<br />

ofthewind w willhave the wrongsign.In otherwords,an updraughtwill bewronglyidentified<br />

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

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