Automatic Reassembly Method of 3D Thin-wall Fragments Based on Derivative Dynamic Time Warping

Siyong Fu, Lushen Wu, Qiuxiang Tao, Ying Shen
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Abstract

SUMMARY In order to address the automatic virtual reassembling of 3D thin-wall fragments, this paper proposes a 3D fragment reassembly method based on derivative dynamic time warping. Firstly, a calculation method of discrete curvature and torsion is designed to solve the difficulty of calculating curvature and torsion of discrete data points and eliminate effectively the noise interferences in the calculation process. Then, it takes curvature and torsion as the feature descriptors of the curve, searches the candidate matching line segments by the derivative dynamic time warping (DDTW) method with the feature descriptors, and records the positions of the starting and ending points of each candidate matching segment. After that, it designs a voting mechanism with the geometric invariant as the constraint information to select further the optimal matching line segments. Finally, it adopts the least squares method to estimate the rotation and transformation matrices and uses the iterative closest point (ICP) method to complete the reassembly of fragments. The experimental results show that the reassembly error is less than 1mm and that the reassembly effect is good. The method can solve the 3D curve matching in case there are partial feature defects, and can achieve the virtual restoration of the broken thin-wall fragment model quickly and effectively.
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基于导数动态时间翘曲的三维薄壁破片自动装配方法
摘要为了解决三维薄壁碎片的自动虚拟重组问题,提出了一种基于导数动态时间规整的三维碎片重组方法。首先,设计了离散曲率和扭转的计算方法,解决了离散数据点曲率和扭转的计算困难,有效地消除了计算过程中的噪声干扰。然后,以曲率和扭转作为曲线的特征描述符,利用特征描述符对候选匹配线段进行导数动态时间规整(DDTW)方法搜索,并记录每个候选匹配线段的起始点和结束点的位置;然后,设计了以几何不变量为约束信息的投票机制,进一步选择最优匹配线段。最后,采用最小二乘法估计旋转矩阵和变换矩阵,并采用迭代最近点(ICP)法完成碎片的重组。实验结果表明,重组误差小于1mm,重组效果良好。该方法能够解决存在局部特征缺陷时的三维曲线匹配问题,能够快速有效地实现破碎薄壁碎片模型的虚拟修复。
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来源期刊
International Journal for Engineering Modelling
International Journal for Engineering Modelling Engineering-Mechanical Engineering
CiteScore
0.90
自引率
0.00%
发文量
12
期刊介绍: Engineering Modelling is a refereed international journal providing an up-to-date reference for the engineers and researchers engaged in computer aided analysis, design and research in the fields of computational mechanics, numerical methods, software develop-ment and engineering modelling.
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