2013
DOI: 10.1002/we.1613
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Errors and uncertainties associated with missing wind data and short records

Abstract: A near-complete 4 year data set of 10 min average 80 m wind speeds is used to examine the impact of missing data on monthly and yearly estimates of mean wind speed and energy production from a generic wind turbine. Missing data is a source of uncertainty in wind energy resource assessment studies. Quantifying that uncertainty can improve the reliability of P90 and related wind farm energy production estimates. An empirical relationship between missing data percentage and relative uncertainty in monthly mean wi… Show more

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Cited by 8 publications
(10 citation statements)
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“…For wind data, monthly values were averaged over the year before the test (from November 2007 to October 2008 for herds tested in 2008 and from June 2008 to May 2009 for herds tested in 2009). The corresponding U and V components were then combined to calculate the yearly average wind speed using the following equation (1): Monthly means and annual averages of climatic data are commonly used in climatic sciences [21, 22]. For precipitation and temperature, data were accumulated over the whole year before the test.…”
Section: Methodsmentioning
confidence: 99%
“…For wind data, monthly values were averaged over the year before the test (from November 2007 to October 2008 for herds tested in 2008 and from June 2008 to May 2009 for herds tested in 2009). The corresponding U and V components were then combined to calculate the yearly average wind speed using the following equation (1): Monthly means and annual averages of climatic data are commonly used in climatic sciences [21, 22]. For precipitation and temperature, data were accumulated over the whole year before the test.…”
Section: Methodsmentioning
confidence: 99%
“…They consisted of monthly averages of latitudinal and longitudinal wind vector components, named U and V, respectively, and expressed in m/s. Monthly means of climatic data are commonly used in climate sciences (Dadaser‐Celik and Cengiz, ; Salmon and Taylor, ). Values considered for each herd were the values corresponding to the location of the herd in the grid.…”
Section: Methodsmentioning
confidence: 99%
“…This is especially enhanced due to the limited amount of data that was available to construct the power curve used in this analysis. The uncertainty associated with the use of short data periods or data sets with missing data is discussed in [15]. The heteroscedastic nature of wind turbine power production is less evident when using 10-min data, as it is the current industry practice [16].…”
Section: Discussionmentioning
confidence: 99%