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

Q3 Engineering
Siyong Fu, Lushen Wu, Qiuxiang Tao, Ying Shen
{"title":"Automatic Reassembly Method of 3D Thin-wall Fragments Based on Derivative Dynamic Time Warping","authors":"Siyong Fu, Lushen Wu, Qiuxiang Tao, Ying Shen","doi":"10.31534/engmod.2020.1-2.ri.03f","DOIUrl":null,"url":null,"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.","PeriodicalId":35748,"journal":{"name":"International Journal for Engineering Modelling","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2020-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal for Engineering Modelling","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.31534/engmod.2020.1-2.ri.03f","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Engineering","Score":null,"Total":0}
引用次数: 0

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.
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。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信