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Feasibility of Automatic Detection of Surface Cracks in Wind Turbine Blades

机译:自动检测风力涡轮机叶片表面裂纹的可行性

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摘要

Cracks on the surface of a wind turbine blade (WTB) can be a sign of current or future damage to the underlying structure depending on the severity of the cracks. We investigated a new method for automatically detecting surface cracks based on image processing techniques. The method was evaluated by varying crack parameters and our method parameters. Identifying and quantifying cracks as small as hair thickness is possible with this technique. Orientation of a crack did not affect the results. The effects of uneven background illumination (present in images captured on-tower) were significantly reduced by optimizing the threshold value for the Canny edge detection method. The accuracy of quantifying a crack was increased by processing an image with both the Sobel and Canny edge detection methods and then combining the results to reduce background noise.
机译:取决于裂缝的严重程度,风力涡轮机叶片(WTB)表面的裂缝可能是对当前结构的当前或将来损坏的迹象。我们研究了一种基于图像处理技术自动检测表面裂纹的新方法。通过改变裂纹参数和我们的方法参数来评估该方法。利用这种技术,可以识别和量化与头发厚度一样小的裂纹。裂纹的方向不影响结果。通过优化Canny边缘检测方法的阈值,可以显着减少背景不均匀照明(存在于塔上捕获的图像中)的影响。通过使用Sobel和Canny边缘检测方法对图像进行处理,然后组合结果以减少背景噪声,可以提高量化裂纹的准确性。

著录项

  • 来源
    《Wind Engineering》 |2014年第6期|575-586|共12页
  • 作者

    Huiyi Zhang; John Jackman;

  • 作者单位

    Dept of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames, IA, 50011 U.S.A.;

    Dept of Industrial and Manufacturing Systems Engineering, Iowa State University, Ames, IA, 50011 U.S.A.;

  • 收录信息 美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Gel coat cracks; Visual inspection; Blades;

    机译:胶衣裂纹;视力检查;叶片;
  • 入库时间 2022-08-18 00:24:37

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