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Meta-models for fatigue damage estimation of offshore wind turbines jacket substructures

机译:海上风机护套子结构疲劳损伤评估的元模型

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摘要

One of the main structural components of offshore wind turbines is the substructure which bridges the gap between seabed and tower foot. One possible concept employed in intermediate water depths for turbines with high-rated power is the jacket. This structure is excited by several environmental impacts like wind and wave loads or centrifugal loads from the rotor motion. In order to reach competitive costs of energy, it is crucial to minimize the lifetime capital expenses by means of robust and reliability-based design. However, a simulation-based optimization approach on the full scale model requires high numerical capacity. In this work, the problem of numerically expensive fatigue life evaluation is addressed by the utilization of a meta-model approach. The performance of two meta-models solutions, namely Kriging and Interval Predictor Model, is compared. In particular, the different behavior of the probabilistic confidence intervals of the Kriging regression and the interval bounds of the IPM is discussed. © 2017 The Authors. Published by Elsevier Ltd.
机译:海上风力涡轮机的主要结构部件之一是下部结构,该下部结构弥合了海床和塔底之间的间隙。在具有高额定功率的涡轮机的中等水深中采用的一种可能的概念是护套。这种结构受到多种环境影响的激发,例如风和波浪载荷或转子运动产生的离心载荷。为了达到有竞争力的能源成本,至关重要的是要通过可靠且基于可靠性的设计来最小化生命周期内的资本支出。但是,基于模型的全尺寸模型优化方法需要较高的数值能力。在这项工作中,通过使用元模型方法解决了数字上昂贵的疲劳寿命评估问题。比较了两个元模型解决方案的性能,即克里格模型和区间预测模型。特别是,讨论了克里格回归的概率置信区间和IPM区间边界的不同行为。 ©2017作者。由Elsevier Ltd.发布

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