基于数据分析的风力机叶片损伤检测系统:直方图应用的学术实例

L. Acho, P. Buenestado
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引用次数: 0

摘要

本文的主要目的是介绍一个利用直方图开发风力发电机叶片故障(或损伤)检测系统的学术实例。这种方法仅仅使用了从风力涡轮机发电中获得的数据分析。然后,根据风力机的功率曲线,首先得到风力机健康运行的直方图,然后得到风力机故障运行的两种情况的直方图。通过比较它们,可以检测到风力涡轮机的故障行为。最后,根据我们的数值例子,所提出的技术对统计和概率领域的学生来说是一个现实的案例,是一个有用的学术例子。
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A wind turbine blade damage detection system based on data analysis: an academic example on the use of histograms
The main objective of this paper is to introduce an academic example on the use of histograms to develop a wind turbine blade fault (or damage) detection system. This approach merely uses data analysis obtained from a generated wind turbine power. Then, and based on the power curve of a wind turbine, histograms are obtained, first, for the healthy wind turbine operation, and then, for two cases on faulty wind turbine operations. By comparing them, a faulty behaviour of a wind turbine is detectable. Finally, according to our numerical example, the proposed technique seems a realistic case to students on the statistic and probability fields as a useful academic example.
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