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Modelling wind speed dependence in system reliability assessment using copulas

机译:使用copulas在系统可靠性评估中建模风速依赖性

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摘要

Owing to geographic relationships of wind farms, wind speeds at different wind sites show certain dependence between them, which may create a considerable impact on the reliability of power systems containing wind energy. A new technique for establishing multivariate distribution of wind speeds using copulas is presented to model wind speed dependence in the study. The separation between marginal distributions of each single wind speed and dependence structure is a basic feature of the copula method, which leads to the effectiveness and simplicity in dealing with the dependence in a multivariate distribution. The case studies using two actual wind speed data indicate that the copula model can give a valid representation of multiple wind speed series. The impact of wind speed dependence between two wind regimes on system reliability is illustrated using a commonly recognised reliability test system. The results confirm that system reliability will decrease as the wind speed dependence increases.
机译:由于风电场的地理位置关系,不同风场的风速之间存在一定的依赖性,这可能会对包含风能的电力系统的可靠性产生重大影响。提出了一种使用copulas建立风速多变量分布的新技术来模拟风速依赖性。每个单风速的边际分布与依存关系之间的分离是copula方法的基本特征,这导致在处理多元分布的依存关系时有效且简单。使用两个实际风速数据的案例研究表明,copula模型可以给出多个风速序列的有效表示。使用公认的可靠性测试系统说明了两种风况之间的风速依赖性对系统可靠性的影响。结果证实,系统可靠性将随着风速依赖性的增加而降低。

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  • 来源
    《Renewable Power Generation, IET 》 |2012年第6期| p.392-399| 共8页
  • 作者

    Xie K.; Li Y.; Li W.;

  • 作者单位

    State Key Laboratory of Power Transmission Equipment and System Security and New Technology, Chongqing University, Chongqing 400044, People's Republic of China;

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  • 正文语种 eng
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