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PhD Thesis, 2010 - University College Cork

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Gap-filling techniques for the annual sums of nitrous oxide<br />

6.3.3.1. Linear extrapolation<br />

Linear extrapolation is routinely used in the calculation of the annual fluxes based<br />

on infrequent chamber measurements. The higher frequency of eddy-covariance<br />

measurements allows for extrapolating of instantaneous fluxes to different temporal<br />

scales with higher reliability than in case of calculations based on a typical closedchambers<br />

measurements. The essence of this method can be expressed as follows:<br />

n<br />

N<br />

F = ∑ f i<br />

(6.1)<br />

n<br />

i<br />

where F is the gap-filled flux for the certain period (e.g., a day), n is a total number<br />

of periods (e.g., 30 minutes periods) with the good flux, N is a total number of<br />

averaging periods in a gap-filled value; f i are the values of instantaneous flux for the<br />

good periods. Three temporal scales were used to evaluate the performance of gapfilling:<br />

daily, monthly and annual.<br />

6.3.3.2. Moving average<br />

The moving average technique was used by Leahy et al. (2004). Similar to the<br />

linear extrapolation (at daily and monthly scales) this technique might not gap-fill<br />

some of the longer gaps (those that are longer than arbitrarily an declared window<br />

length). This technique was included in the study as the only EC-specific gap-filling<br />

method approved in the peer-review process.<br />

6.3.3.3. Look-up table<br />

The look-up table (LUT) is a predictive technique that assigns flux in the gap<br />

period according to the environmental and management conditions prevailing at the<br />

time of the gap. This approach consists of creating a table with the flux values binned<br />

55

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