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    Assessment of Load Extrapolation Methods for Wind Turbines

    Source: Journal of Solar Energy Engineering:;2011:;volume( 133 ):;issue: 002::page 21001
    Author:
    Henrik Stensgaard Toft
    ,
    John Dalsgaard Sørensen
    ,
    Dick Veldkamp
    DOI: 10.1115/1.4003416
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In the present paper, methods for statistical load extrapolation of wind-turbine response are studied using a stationary Gaussian process model, which has approximately the same spectral properties as the response for the out-of-plane bending moment of a wind-turbine blade. For a Gaussian process, an approximate analytical solution for the distribution of the peaks is given by Rice. In the present paper, three different methods for statistical load extrapolation are compared with the analytical solution for one mean wind speed. The methods considered are global maxima, block maxima, and the peak over threshold method with two different threshold values. The comparisons show that the goodness of fit for the local distribution has a significant influence on the results, but the peak over threshold method with a threshold value on the mean plus 1.4 standard deviations generally gives the best results. By considering Gaussian processes for 12 mean wind speeds, the “fitting before aggregation” and “aggregation before fitting” approaches are studied. The results show that the fitting before aggregation approach gives the best results.
    keyword(s): Wind velocity , Stress , Weibull distribution , Wind turbines , Blades , Time series AND Fittings ,
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      Assessment of Load Extrapolation Methods for Wind Turbines

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    https://yetl.yabesh.ir/yetl1/handle/yetl/147574
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    contributor authorHenrik Stensgaard Toft
    contributor authorJohn Dalsgaard Sørensen
    contributor authorDick Veldkamp
    date accessioned2017-05-09T00:46:51Z
    date available2017-05-09T00:46:51Z
    date copyrightMay, 2011
    date issued2011
    identifier issn0199-6231
    identifier otherJSEEDO-28440#021001_1.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/147574
    description abstractIn the present paper, methods for statistical load extrapolation of wind-turbine response are studied using a stationary Gaussian process model, which has approximately the same spectral properties as the response for the out-of-plane bending moment of a wind-turbine blade. For a Gaussian process, an approximate analytical solution for the distribution of the peaks is given by Rice. In the present paper, three different methods for statistical load extrapolation are compared with the analytical solution for one mean wind speed. The methods considered are global maxima, block maxima, and the peak over threshold method with two different threshold values. The comparisons show that the goodness of fit for the local distribution has a significant influence on the results, but the peak over threshold method with a threshold value on the mean plus 1.4 standard deviations generally gives the best results. By considering Gaussian processes for 12 mean wind speeds, the “fitting before aggregation” and “aggregation before fitting” approaches are studied. The results show that the fitting before aggregation approach gives the best results.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleAssessment of Load Extrapolation Methods for Wind Turbines
    typeJournal Paper
    journal volume133
    journal issue2
    journal titleJournal of Solar Energy Engineering
    identifier doi10.1115/1.4003416
    journal fristpage21001
    identifier eissn1528-8986
    keywordsWind velocity
    keywordsStress
    keywordsWeibull distribution
    keywordsWind turbines
    keywordsBlades
    keywordsTime series AND Fittings
    treeJournal of Solar Energy Engineering:;2011:;volume( 133 ):;issue: 002
    contenttypeFulltext
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