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An analysis of 3D fiber orientation distribution using a clustering method in image processing

机译:在图像处理中使用聚类方法分析3D纤维取向分布

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The fiber orientation distribution in fiber reinforced thermoplastics (FRP) affects the strength and final shape of products. Therefore, for effective product design, it is necessary not only to estimate the fiber Orientation distribution by using computer simulation, but also to measure it. The purpose of this research is to measure the 3D fiber orientation in characteristic sections of molded parts such as the skin or core layer and the weld or gate line. We applied a clustering method used in image processing to determine the fiber orientation distribution from the measured 3D parameters and visualized the state of this fiber orientation distribution. In this experiment, we used energy absorbers molded with a liquid crystal polymer. First, we cut simples from the weld and gate sections and observed them through a scanning acoustic microscope (SAM). Next, we calculated the parameters of the 3D of the 3D fiber orientation from the SAM images, and made an image of the fiber orientation distribution visualized from the calculated parameters by the K-means method, one of the clustering methods. We confirmed that the fiber on orientation distribution in the outside and the fiber orientation in the inside were reversed, which corresponded with the expectations in product design. We could visualize the fiber orientation distribution and explain the numerical values of the fiber orientation distribution by the clustering method, and could confirm that this method was effective in the of the fiber orientation distribution.
机译:纤维增强热塑性塑料(FRP)中的纤维取向分布会影响产品的强度和最终形状。因此,为了进行有效的产品设计,不仅需要通过计算机仿真来估计纤维取向分布,而且还要对其进行测量。这项研究的目的是测量成型零件(如表皮或芯层以及焊缝或浇口线)的特征部分中的3D纤维取向。我们应用了一种在图像处理中使用的聚类方法,根据测量的3D参数确定纤维取向分布,并可视化该纤维取向分布的状态。在本实验中,我们使用了由液晶聚合物模制而成的能量吸收器。首先,我们从焊缝和浇口部分切割出简单件,并通过扫描声显微镜(SAM)进行观察。接下来,我们从SAM图像计算3D纤维取向的3D参数,并通过聚类方法之一的K均值方法从计算的参数中可视化纤维取向分布的图像。我们确认,纤维在外部的取向分布与内部的纤维取向相反,这与产品设计中的预期相符。我们可以通过聚类方法可视化纤维取向分布并解释纤维取向分布的数值,并可以确认该方法对于纤维取向分布是有效的。

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