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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)