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Automatic generation of cross sections from computed tomography data of mechanical joining elements for quality analysis

机译:从机械连接元件的计算机断层扫描数据自动生成横截面以进行质量分析

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摘要

In this work, we present a methodology for shifting from a conventionally destructive, manual quality analysis for repetitive processes towards a non-destructive and largely automated process. The objects subjected to the quality analysis are mechanical joining elements like rivets or flow-drilling screws. We propose an algorithm that can automatically find and extract such joining elements from a computed tomography (CT) scan, rotate these elements to an upright orientation and eventually generate radial cross sections parallel to the elements' longitudinal axis. The proposed algorithm was tested on five grayscale-based computed tomography volumes, with one synthetically generated volume. We will discuss both, cases in which the duo of CT and our proposed algorithm produces satisfying results, as well as cases in which it fails. Limitations of both the scan acquisition process and the proposed algorithm will be elaborated on and potential improvements will be mentioned.
机译:在这项工作中,我们提出了一种从传统破坏性,手动质量分析中转换的方法,以便重复流程朝向非破坏性和基本的自动化过程。 经过质量分析的物体是机械连接元件,如铆钉或流动钻孔。 我们提出了一种可以从计算机断层摄影(CT)扫描中自动发现和提取这种连接元件的算法,将这些元件旋转到直立方向,并最终产生与元件的纵向轴线平行的径向横截面。 在基于五个基于灰度的计算机断层扫描卷上测试了所提出的算法,具有一种合成产生的体积。 我们将讨论CT和我们所提出的算法的案件,其中包括令人满意的结果,以及其失败的情况。 将详细阐述扫描采集过程和所提出的算法的局限性,并提及潜在的改进。

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