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

被引:0
|
作者
Komarov V.A. [1 ]
Pavlov A.A. [1 ]
机构
[1] Samara National Research University, Moskovskoye Shosse 34, Samara
来源
Computer Optics | 2022年 / 46卷 / 03期
关键词
autoencoder; composite; fiber; image processing; micrograph; volume fraction;
D O I
10.18287/2412-6179-CO-1068.
中图分类号
学科分类号
摘要
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. © 2022, Institution of Russian Academy of Sciences. All rights reserved.
引用
收藏
页码:473 / 478
页数:5
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