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energy. environment. knowledge. Page 13 of 69<br />

1.3 Quality control<br />

Visual inspection<br />

Once a month, the wind d<strong>at</strong>a are inspected visually, the d<strong>at</strong>a series are plotted with a<br />

d<strong>at</strong>a valid<strong>at</strong>ing tool kit, and quality codes are directly written into the d<strong>at</strong>abase.<br />

D<strong>at</strong>a screening<br />

In addition to the visual inspection of the d<strong>at</strong>a, which is conducted when new d<strong>at</strong>a are<br />

collected, a screening procedure has been developed to identify d<strong>at</strong>a, which could be<br />

faulty. This procedure is used to verify the d<strong>at</strong>a quality of huge amounts of<br />

measurements. Typically these measurements are stored as st<strong>at</strong>istic values (mean (μ),<br />

standard devi<strong>at</strong>ion (σ), maximum and minimum values), where each set of values<br />

represents a period of ten minutes:<br />

The d<strong>at</strong>a screening procedure is performed in 3 steps:<br />

1) Determin<strong>at</strong>ion of spikes<br />

2) Determin<strong>at</strong>ion of drop-outs<br />

3) Determin<strong>at</strong>ion of periods with st<strong>at</strong>ionarity<br />

One reading is defined as one single value (mean, standard devi<strong>at</strong>ion, maximum, or<br />

minimum) representing one 10-min period. All readings are marked with a code = 0<br />

from the start and a spike, a drop-out, or st<strong>at</strong>ionarity indic<strong>at</strong>ion, which gives a new code<br />

value according to the code numbers listed below.<br />

1.3.1 Determin<strong>at</strong>ion of spikes<br />

Table 1.1 Definition of quality codes<br />

Code Item<br />

0 The reading is not valid<strong>at</strong>ed<br />

1 The reading is valid<strong>at</strong>ed<br />

2 The reading contains a spike<br />

3 The reading contains a drop-out<br />

4 -<br />

5 -<br />

9 The reading is faulty<br />

A spike is defined as an abnormal devi<strong>at</strong>ion from the recorded mean value. For this<br />

procedure four st<strong>at</strong>istical values (mean, standard devi<strong>at</strong>ion, minimum and maximum)<br />

are used.<br />

A spike occurs if:<br />

(1) |maximum-μ| > 4 × σ or<br />

(2) |μ-minimum| > 4 × σ<br />

Report no.: D-160949<br />

Tech-wise A/S is an intern<strong>at</strong>ional consulting Tech-wise A/S<br />

engineering company specialised Kraftværksvej 53<br />

in energy and environment DK-7000 Fredericia

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