Data analysis of the TetraSpar demonstrator measurements

Deepali Singh, Erik Haugen, K. Laugesen, Ayush Chauhan, A. Viré
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引用次数: 0

Abstract

Floating offshore wind turbines can extract energy from deep offshore locations, typically unfit for fixed bottom designs. The complex interaction between the structural behavior of the floating offshore wind turbine and the stochastic site conditions, however, is an active area of research. Characterizing the relationship between the environmental conditions and loads may help design reduced-order models, surrogate models, and physics-based engineering models for floating wind turbines. This study uses data from the TetraSpar prototype equipped with a 3.6 MW Siemens Gamesa wind turbine. One-to-one simulations performed using an aero-servo-hydro-elastic software are included for comparison. Various tools, including linear correlation, mutual information, feature ordering using conditional independence, and sensitivity analysis using a data-driven variogram fit, are used for the assessment. This study is also helpful in validating the engineering model for future global sensitivity analysis using elementary effects or Sobol indices that require a rigid sampling of features and can, therefore, only be calculated with simulation tools. We find a good agreement between the experiments and simulations. The 10-min. damage equivalent loads on the tower show a correlation, particularly with the wind speed statistics and the significant wave height.
TetraSpar 演示器测量数据分析
漂浮式近海风力涡轮机可以从通常不适合固定底部设计的近海深处提取能源。然而,漂浮式海上风力涡轮机的结构行为与随机现场条件之间复杂的相互作用是一个活跃的研究领域。确定环境条件与载荷之间的关系有助于设计浮式风力涡轮机的减阶模型、代用模型和基于物理的工程模型。本研究使用了配备 3.6 兆瓦西门子 Gamesa 风力涡轮机的 TetraSpar 原型机的数据。此外,还包括使用航空伺服水力弹性软件进行的一对一模拟,以进行比较。评估中使用了各种工具,包括线性相关、互信息、使用条件独立性进行特征排序,以及使用数据驱动的变异图拟合进行敏感性分析。这项研究还有助于验证工程模型,以便今后使用基本效应或索布尔指数进行全局灵敏度分析,因为基本效应或索布尔指数需要对特征进行严格取样,因此只能通过模拟工具进行计算。我们发现实验和模拟结果之间的一致性很好。塔上的 10 分钟破坏当量载荷显示出相关性,尤其是与风速统计和显著波高相关。
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CiteScore
1.20
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