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Characterization of composite materials damage under quasi-static three-point bending test using wavelet and fuzzy C-means clustering

机译:基于小波和模糊C均值聚类的准静态三点弯曲试验复合材料损伤特征

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摘要

In this study, two types of specimens, woven [0, 90]s and unidirectional [0]s glass/epoxy composites, were studied. Acoustic emission (AE) monitoring with wavelet-based signal processing technique and Fuzzy C-Means (FCM) clustering method was used to detect the different fracture mechanisms during delamination in quasi-static three-point bending test. The three-point bending test simulates thrust force, the most effective factor in delamination, throughout the process of drilling without backup plate. The obtained AE signals were decomposed into various wavelet levels and classified using FCM. Scanning Electron Microscopy (SEM) observation was used to determine the different fracture mechanisms. The results show that the energy of AE signals has been concentrated in two significant components for both types of specimens, and the dependency percentage of damages in the two specimens is different.
机译:在这项研究中,研究了两种类型的标本,机织的[0,90] s和单向的[0] s玻璃/环氧树脂复合材料。在准静态三点弯曲试验中,采用基于小波的信号处理技术和模糊C均值(FCM)聚类方法监测声发射(AE),以检测分层过程中的不同断裂机理。三点弯曲测试模拟了在没有支撑板的整个钻孔过程中最有效的推力推力。将获得的AE信号分解为各种小波电平,并使用FCM分类。用扫描电子显微镜(SEM)观察以确定不同的断裂机理。结果表明,对于两种类型的标本,AE信号的能量都集中在两个重要分量中,并且两种标本中损伤的依赖性百分比不同。

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