Quantifying Intra-Tow Fiber Volume Fraction in GFRP: A Comparison of 3D Non-Destructive X-ray Computed Tomography and Destructive Optical Microscopy

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Abstract

Accurate fiber volume fraction characterisation is crucial for modelling the permeability of the glass fiber reinforced fabrics used in manufacturing of wind turbine blades. In this paper, we analyse a specific sample of UD glass fiber with different non-destructive and destructive imaging modalities, and compare their ability to characterize the intra-tow Fiber Volume Fraction (FVF) accurately. The images are segmented using a thresholding method, and the FVFs are estimated for an area common to all the imaging modalities. Following this approach, the local FVF is also analysed for a larger Field of View (FOV) for three selected imaging modalities, capturing nearly an entire glass fiber bundle. The estimated local FVFs from the low-resolution X-ray CT do not match the Synchrotron X-ray CT local FVF distribution, and subsequently, a generative adversarial network model is applied to enhance the information in the low-resolution X-ray CT. The resulting methodology of mapping the low-resolution images to high-resolution images of glass fibers through neural networks is demonstrated to allow for a better estimate of the local FVFs with the faster imaging modality.
Original languageEnglish
Title of host publicationProceedings of ECCM21 – 21st European Conference on Composite Materials : Special Sessions
Volume8
Place of PublicationNantes, France
PublisherEuropean Society for Composite Materials
Publication date2024
Pages503-508
ISBN (Electronic)978-2-912985-01-9
DOIs
Publication statusPublished - 2024
Event21st European Conference on Composite Materials - Nantes, France
Duration: 2 Jul 20245 Jul 2024

Conference

Conference21st European Conference on Composite Materials
Country/TerritoryFrance
CityNantes
Period02/07/202405/07/2024

Keywords

  • GFRP
  • Fiber volume fraction
  • Non-destructive
  • X-ray CT
  • Optical microscopy
  • GAN

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