A path planning method of lattice structural components for additive manufacturing

被引:0
|
作者
Bo Zhou
Tongtong Tian
机构
[1] Chinese Academy of Sciences,Shenyang Institute of Automation
[2] Chinese Academy of Sciences,Institutes for Robotics and Intelligent Manufacturing
关键词
Lattice structure; Additive manufacturing; Machine learning; Support vector machine; Traveling salesman problem;
D O I
暂无
中图分类号
学科分类号
摘要
Compared with traditional structures, lattice structures show more excellent mechanical properties, e.g., higher rigidity and lighter weight. The additive manufacturing (AM) technology enables complex lattice structure to be realized. The path planning problem of AM for lattice structures faces new challenges that have been barely explored before now, because the lattice structures have unique characteristics of complex geometrical features and high-precision processing requirements. Despite many efforts toward path generation, the printing efficiency problem of the lattice structures is more than one single printing path can resolve. Using machine learning method based on a support vector machine (SVM) system, the goal of this paper is to automatically determine a suitable filling path for each sub-domain of the slicing layer of the lattice structures. Moreover, a route is found to traverse every scattered sub-domain by solving a traveling salesman problem (TSP). We demonstrate various testing examples and the experimental results to show the superiority and effectiveness of our method in terms of classification accuracy, filling effects, and linking path length.
引用
收藏
页码:1467 / 1490
页数:23
相关论文
共 50 条
  • [31] Tool Path Planning Optimization for Multi-Tool Additive Manufacturing
    Bui, Hieu
    Pierson, Harry A.
    Nurre, Sarah G.
    Sullivan, Kelly M.
    25TH INTERNATIONAL CONFERENCE ON PRODUCTION RESEARCH MANUFACTURING INNOVATION: CYBER PHYSICAL MANUFACTURING, 2019, 39 : 457 - 464
  • [32] A Path Planning Optimization Framework for Concrete Based Additive Manufacturing Processes
    Papacharalampopoulos, A.
    Bikas, H.
    Foteinopoulos, P.
    Stavropoulos, P.
    30TH INTERNATIONAL CONFERENCE ON FLEXIBLE AUTOMATION AND INTELLIGENT MANUFACTURING (FAIM2021), 2020, 51 : 649 - 654
  • [33] Stress-based continuous planar path planning for additive manufacturing
    Xu, Wenpeng
    Xu, Hao
    Li, Qiuge
    Zhang, Peng
    Yang, Li
    Wang, Weiming
    ADVANCES IN ENGINEERING SOFTWARE, 2024, 188
  • [34] A TSP-based continuous path planning for additive manufacturing of concrete
    Sahu, Akshay
    Panda, Biranchi
    PROGRESS IN ADDITIVE MANUFACTURING, 2025, 10 (04) : 2205 - 2226
  • [35] OPTIMIZED DESIGN OF STRUCTURAL COMPONENTS REALIZED THROUGH ADDITIVE MANUFACTURING
    Baglioni, Stefano
    Braccesi, Claudio
    Cianetti, Filippo
    Conti, Paolo
    Rossi, Gianluca
    PROCEEDINGS OF THE ASME INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, 2015, VOL. 11, 2016,
  • [36] Bidirectional Evolutionary Structural Optimization (BESO) based design method for lattice structure to be fabricated by additive manufacturing
    Tang, Yunlong
    Kurtz, Aidan
    Zhao, Yaoyao Fiona
    COMPUTER-AIDED DESIGN, 2015, 69 : 91 - 101
  • [37] Embedding lattice structures into ship hulls for structural optimization and additive manufacturing
    Armanfar, Arash
    Tasmektepligil, A. Alper
    Kilic, Recep Tayyip
    Demir, Serdar
    Cam, Serhat
    Karafi, Youness
    Majd, Badr Abou El
    Gunpinar, Erkan
    OCEAN ENGINEERING, 2024, 301
  • [38] Additive manufacturing alumina components with lattice structures by digital light processing technique
    Zeng, Qingfeng
    Yang, Changhao
    Tang, Dingyi
    Li, Jiayao
    Feng, Zhiqiang
    Liu, Jiantao
    Guan, Kang
    JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY, 2019, 35 (12) : 2751 - 2755
  • [39] Additive manufacturing alumina components with lattice structures by digital light processing technique
    Qingfeng Zeng
    Changhao Yang
    Dingyi Tang
    Jiayao Li
    Zhiqiang Feng
    Jiantao Liu
    Kang Guan
    Journal of Materials Science & Technology, 2019, 35 (12) : 2751 - 2755
  • [40] A path planning and sharp corner correction strategy for wire and arc additive manufacturing of solid components with polygonal cross-sections
    Liu, H. H.
    Zhao, T.
    Li, L. Y.
    Liu, W. J.
    Wang, T. Q.
    Yue, J. F.
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2020, 106 (11-12): : 4879 - 4889