Feasibility of Automatic Detection of Surface Cracks in Wind Turbine Blades

dc.contributor.author Zhang, Huiyi
dc.contributor.author Jackman, John
dc.contributor.department Department of Industrial and Manufacturing Systems Engineering
dc.date 2018-02-16T10:50:05.000
dc.date.accessioned 2020-06-30T04:48:46Z
dc.date.available 2020-06-30T04:48:46Z
dc.date.copyright Wed Jan 01 00:00:00 UTC 2014
dc.date.issued 2014-01-01
dc.description.abstract <p>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.</p>
dc.description.comments <p>This article is from <em>Wind Engineering</em> 38 (2014): 575, doi: <a href="http://dx.doi.org/10.1260/0309-524X.38.6.575" target="_blank">10.1260/0309-524X.38.6.575</a>. Posted with permission.</p>
dc.format.mimetype application/pdf
dc.identifier archive/lib.dr.iastate.edu/imse_pubs/33/
dc.identifier.articleid 1030
dc.identifier.contextkey 7163484
dc.identifier.s3bucket isulib-bepress-aws-west
dc.identifier.submissionpath imse_pubs/33
dc.identifier.uri https://dr.lib.iastate.edu/handle/20.500.12876/44551
dc.language.iso en
dc.source.bitstream archive/lib.dr.iastate.edu/imse_pubs/33/2014_JackmanJ_FeasibilityAutomaticDetection.pdf|||Fri Jan 14 23:37:41 UTC 2022
dc.source.uri 10.1260/0309-524X.38.6.575
dc.subject.disciplines Industrial Engineering
dc.subject.disciplines Systems Engineering
dc.subject.keywords gel coat cracks
dc.subject.keywords visual inspection
dc.subject.keywords blades
dc.title Feasibility of Automatic Detection of Surface Cracks in Wind Turbine Blades
dc.type article
dc.type.genre article
dspace.entity.type Publication
relation.isAuthorOfPublication 03a92c64-725b-4381-b118-419e6b5ac5c4
relation.isOrgUnitOfPublication 51d8b1a0-5b93-4ee8-990a-a0e04d3501b1
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