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Simulation of offshore wind turbine response for long-term extreme load prediction

机译:用于长期极端负荷预测的海上风力发电机响应仿真

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When there is interest in estimating long-term extreme loads for an offshore wind turbine using simulation, statistical extrapolation is the method of choice. While the method itself is rather well-established, simulation effort can be intractable if uncertainty in predicted extreme loads and efficiency in the selected extrapolation procedure are not specifically addressed. Our aim in this study is to address these questions in predicting blade and tower extreme loads based on stochastic response simulations of a 5 MW offshore turbine. We illustrate the use of the peak-over-threshold method to predict long-term extreme loads. To derive these long-term loads, we employ an efficient inverse reliability approach which is shown to predict reasonably accurate long-term loads when compared to the more expensive direct integration of conditional load distributions for different environmental (wind and wave) conditions. Fundamental to the inverse reliability approach is the issue of whether turbine response variability conditional on environmental conditions is modeled in detail or whether only gross conditional statistics of this conditional response are included. We derive long-term loads for both these cases, and demonstrate that careful inclusion of response variability not only greatly influences such long-term load predictions but it also identifies different environmental conditions that bring about these long-term loads compared with when response variability is only approximately modeled. As we shall see, for this turbine, a major source of response variability for both the blade and tower arises from blade pitch control actions due to which a large number of simulations are required to obtain stable distribution tails for the turbine loads studied.
机译:如果有兴趣使用模拟来估算海上风力发电机的长期极限载荷,则可以选择统计外推法。尽管该方法本身已经相当完善,但是如果未明确解决预测的极端载荷的不确定性和所选外推程序的效率,则仿真工作可能会很棘手。我们在这项研究中的目的是基于5兆瓦海上风机的随机响应模拟,解决预测叶片和塔架极限载荷时遇到的这些问题。我们说明了使用峰值阈值方法来预测长期极限载荷。为了得出这些长期载荷,我们采用了一种有效的逆可靠性方法,与针对不同环境(风和浪)条件的有条件载荷分布的更昂贵的直接积分相比,该方法可以预测合理准确的长期载荷。反可靠性方法的根本问题在于是否要对环境条件下的涡轮机响应变异性进行详细建模,还是仅包括该条件响应的总体条件统计数据。我们针对这两种情况得出长期负荷,并证明谨慎地包含响应变异性不仅会大大影响此类长期负荷预测,而且与响应变异性相比,它还确定了导致这些长期负荷的不同环境条件仅近似建模。就像我们将看到的那样,对于这种涡轮机,叶片和塔架的响应可变性的主要来源是叶片桨距控制动作,因此需要大量的模拟才能获得所研究的涡轮机负载的稳定分布尾部。

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