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A new image-based technique for measuring pore size distribution of nonwoven geotextiles

机译:一种用于测量非织造土工织物孔径分布的新型图像技术

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摘要

The use of digital images to evaluate geotextile characteristics has appeared in the scientific literature, particularly for estimating the pore size distribution (PSD) of nonwoven geotextiles used for filtration purposes. While numerous image analysis techniques for PSD curve estimation have been proposed, automation of the analysis methods has received almost no attention. The goal of the present study is to quantify PSD curves from images of representative geotextile specimens using a fully automatic algorithm and considering the concept of largest inscribing opening size. These features are incorporated in a software program (GeotexInspector) developed by the second author. GeotexInspector is based on the concept of classification using the Support Vector Machine technique and digital image processing. These techniques are combined to develop a tool with a robust learning algorithm to identify geotextile fibers and pores. PSD curves from continuous filament and staple fiber nonwoven geotextiles are estimated using GeotexInspector and then compared with theoretical models that have appeared in the literature. The results indicate that the curves obtained from image analysis are in good agreement with model outcomes for models focused on the structure of geotextiles that are similar to the geotextiles used in this study.
机译:在科学文献中出现了数字图像来评估土工织物特性的使用,特别是用于估计用于过滤目的的非织造土工织物的孔径分布(PSD)。虽然已经提出了对PSD曲线估计的许多图像分析技术,但分析方法的自动化几乎没有注意。本研究的目标是使用全自动算法量化来自代表性地理模型的图像的PSD曲线,并考虑最大铭刻尺寸的概念。这些功能包含在第二作者开发的软件程序(GeotExinspector)中。 GeOtexinspector基于使用支持向量机技术和数字图像处理的分类概念。组合这些技术以开发具有强大学习算法的工具,以识别土工布纤维和孔隙。使用土工置纸板估计来自连续灯丝和短纤维无纺布土工织物的PSD曲线,然后与文献中出现的理论模型进行比较。结果表明,从图像分析中获得的曲线与专注于土工织物结构的模型的模型结果非常一致,这与本研究中使用的土工织物相似的模型。

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