基于整体形状三维重建的焊缝缺陷定量评估

Erqing Zhang, S. Wang, Shengrong Zhou, Yannan Li, Shunzhou Huang, Tao Ma
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引用次数: 0

摘要

评估焊接缺陷的大小对于评估焊接结构的质量至关重要。本研究提出了一种基于切片三维重建的新型焊接缺陷定量评估方法。该方法有两个重大贡献。首先,引入了监督缺陷分割方法,根据相邻缺陷切片的细微变化,使用前一个切片的结果来监督当前切片的分割。这确保了所有缺陷的精确分割。其次,提出了结合 Canny 算子和三次样条插值的子像素边缘提取方法,以提高边缘检测的准确性。使用 15 个缺陷对所提出的方法进行了评估。实验结果表明,包含缺陷、不完全穿透缺陷和不完全融合缺陷的平均误差分别为 13.6%、8.18% 和 13.9%。与其他方法相比,所提出的方法不仅具有更高的精度,而且还能提供缺陷的体积值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantitative Evaluation Of Weld Defects Based On Overall Shape Three-Dimensional Reconstruction
The evaluation of the size of weld defects is crucial in assessing the quality of weld structures. In this study, a novel quantitative evaluation method for weld defects was proposed based on 3D reconstruction using slices. The method includes two significant contributions. First, the supervised defect segmentation method was introduced, which uses the results of the previous slice to supervise the segmentation of the current slice based on slight changes in adjacent defect slices. This ensures accurate segmentation of all defects. Second, the subpixel edge extraction method combining the Canny operator and cubic spline interpolation was proposed to improve the accuracy of edge detection. The proposed method was evaluated using 15 defects. The experimental results showed that the average errors of inclusion defects, incomplete-penetration defects, and incomplete-fusion defects were 13.6%, 8.18%, and 13.9%, respectively. Compared with the other methods, the proposed method not only had higher accuracy but also provided the volume value of defects.
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