Computer Optics
RUS  ENG    JOURNALS   PEOPLE   ORGANISATIONS   CONFERENCES   SEMINARS   VIDEO LIBRARY   PACKAGE AMSBIB  
General information
Latest issue
Archive

Search papers
Search references

RSS
Latest issue
Current issues
Archive issues
What is RSS



Computer Optics:
Year:
Volume:
Issue:
Page:
Find






Personal entry:
Login:
Password:
Save password
Enter
Forgotten password?
Register


Computer Optics, 2022, Volume 46, Issue 3, Pages 473–478
DOI: https://doi.org/10.18287/2412-6179-CO-1068
(Mi co1036)
 

This article is cited in 1 scientific paper (total in 1 paper)

IMAGE PROCESSING, PATTERN RECOGNITION

Determination of fibers volume fraction in layered composite materials by optical methods

V. A. Komarov, A. A. Pavlov

Samara National Research University
Abstract: A problem of determining the fiber volume fraction in fiber-reinforced strands of fabric-based laminated composites is considered. As a source of information about the structure of the material, digital micrographs of the ground surface of the cross-sections of the composites are used. Methods and features of the analysis of raster microscopic images of heterogeneous material associated with variable pixel brightness and blurring of the "fiber-binder" boundaries are discussed. To make the image processing less labor-intensive and more objective, a special autoencoder is proposed and built. The study of the structure of a typical structural carbon fiber-reinforced plastic is illustrated by an end-to-end demonstration example. A significant acceleration of the image processing process using the convolutional autoencoder and a good agreement of the results with a careful manual analysis are shown.
Keywords: composite, fiber, volume fraction, micrograph, image processing, autoencoder
Funding agency Grant number
Ministry of Science and Higher Education of the Russian Federation FSSS-2020-0016
This work was financially supported by the RF Ministry of Science and Higher Education of the Russian Federation under the project FSSS-2020-0016.
Received: 14.01.2022
Accepted: 15.03.2022
Document Type: Article
Language: Russian
Citation: V. A. Komarov, A. A. Pavlov, “Determination of fibers volume fraction in layered composite materials by optical methods”, Computer Optics, 46:3 (2022), 473–478
Citation in format AMSBIB
\Bibitem{KomPav22}
\by V.~A.~Komarov, A.~A.~Pavlov
\paper Determination of fibers volume fraction in layered composite materials by optical methods
\jour Computer Optics
\yr 2022
\vol 46
\issue 3
\pages 473--478
\mathnet{http://mi.mathnet.ru/co1036}
\crossref{https://doi.org/10.18287/2412-6179-CO-1068}
Linking options:
  • https://www.mathnet.ru/eng/co1036
  • https://www.mathnet.ru/eng/co/v46/i3/p473
  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Computer Optics
    Statistics & downloads:
    Abstract page:25
    Full-text PDF :14
     
      Contact us:
     Terms of Use  Registration to the website  Logotypes © Steklov Mathematical Institute RAS, 2024