Global Sensitivity Analysis of High Speed Shaft Subsystem of a Wind Turbine Drive Train

IF 0.9 Q4 ENGINEERING, MECHANICAL
S. Asadi, V. Berbyuk, H. Johansson
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引用次数: 1

Abstract

The wind turbine dynamics are complex and critical area of study for the wind industry. Quantification of the effective factors to wind turbine performance is valuable for making improvements to both power performance and turbine health. In this paper, the global sensitivity analysis of validated mathematical model for high speed shaft drive train test rig has been developed in order to evaluate the contribution of systems input parameters to the specified objective functions. The drive train in this study consists of a 3-phase induction motor, flexible shafts, shafts’ coupling, bearing housing, and disk with an eccentric mass. The governing equations were derived by using the Lagrangian formalism and were solved numerically by Newmark method. The variance based global sensitivity indices are introduced to evaluate the contribution of input structural parameters correlated to the objective functions. The conclusion from the current research provides informative beneficial data in terms of design and optimization of a drive train setup and also can provide better understanding of wind turbine drive train system dynamics with respect to different structural parameters, ultimately designing more efficient drive trains. Finally, the proposed global sensitivity analysis (GSA) methodology demonstrates the detectability of faults in different components.
风力发电机传动系高速轴子系统的全局灵敏度分析
风力涡轮机动力学是风电行业中复杂而关键的研究领域。量化影响风力涡轮机性能的有效因素对于改善功率性能和涡轮机健康状况都很有价值。本文对高速轴传动系试验台的验证数学模型进行了全局灵敏度分析,以评估系统输入参数对指定目标函数的贡献。本研究中的传动系由三相感应电机、柔性轴、联轴器、轴承箱和偏心质量圆盘组成。采用拉格朗日形式推导了控制方程,并采用Newmark方法进行了数值求解。引入基于方差的全局敏感性指数来评估与目标函数相关的输入结构参数的贡献。当前研究的结论为传动系设置的设计和优化提供了信息丰富的有益数据,也可以更好地了解风力涡轮机传动系系统在不同结构参数下的动力学,最终设计出更高效的传动系。最后,所提出的全局灵敏度分析(GSA)方法证明了不同部件中故障的可检测性。
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来源期刊
CiteScore
2.40
自引率
0.00%
发文量
10
审稿时长
25 weeks
期刊介绍: This comprehensive journal provides the latest information on rotating machines and machine elements. This technology has become essential to many industrial processes, including gas-, steam-, water-, or wind-driven turbines at power generation systems, and in food processing, automobile and airplane engines, heating, refrigeration, air conditioning, and chemical or petroleum refining. In spite of the importance of rotating machinery and the huge financial resources involved in the industry, only a few publications distribute research and development information on the prime movers. This journal is the first source to combine the technology, as it applies to all of these specialties, previously scattered throughout literature.
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