A framework from point clouds to workpieces

Author:

Shen Li-Yong,Wang Meng-Xing,Ma Hong-YuORCID,Feng Yi-Fei,Yuan Chun-Ming

Abstract

AbstractCombining computer-aided design and computer numerical control (CNC) with global technical connections have become interesting topics in the manufacturing industry. A framework was implemented that includes point clouds to workpieces and consists of a mesh generation from geometric data, optimal surface segmentation for CNC, and tool path planning with a certified scallop height. The latest methods were introduced into the mesh generation with implicit geometric regularization and total generalized variation. Once the mesh model was obtained, a fast and robust optimal surface segmentation method is provided by establishing a weighted graph and searching for the minimum spanning tree of the graph for extraordinary points. This method is easy to implement, and the number of segmented patches can be controlled while preserving the sharp features of the workpiece. Finally, a contour parallel tool-path with a confined scallop height is generated on each patch based on B-spline fitting. Experimental results show that the proposed framework is effective and robust.

Funder

National Key Research and Development Program of China

Beijing Natural Science Foundation

NSFC

Fundamental Research Funds for the Central Universities

Publisher

Springer Science and Business Media LLC

Subject

Computer Graphics and Computer-Aided Design,Computer Vision and Pattern Recognition,Visual Arts and Performing Arts,Medicine (miscellaneous),Computer Science (miscellaneous),Software

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Global tool path planning method for smooth and length-optimal machining based on vector fields;The International Journal of Advanced Manufacturing Technology;2024-07-18

2. An attention enhanced dual graph neural network for mesh denoising;Computer Aided Geometric Design;2024-06

3. A method for fast reconstruction of closed section workpiece surface using point clouds;Advances in Mechanical Engineering;2024-02

4. NC Toolpath Generation and Optimization from 3D Point Cloud in Reverse Engineering;10th Manufacturing Engineering Society International Conference (MESIC 2023);2023-10-02

5. SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operations;2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR);2023-06

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3