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Point cloud 3D parent surface reconstruction and weld seam feature extraction for robotic grinding path planning

机译:点云3D父表面重建与焊缝特征提取机器人磨削路径规划

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摘要

High-performance components with complex geometries make it difficult to determine the position and orientation of grinding tool. In this work, a fast and accurate robotic grinding path planning method is proposed for automatic removal of irregular weldments on a free form surface. The surface of workpiece is digitalized by 3D profile scanner and represented by point cloud data. Statistic filter, weighted least square regression and differences of normal vectors are used for point cloud pre-processing and segmentation. All segments are then modelled by B-spline surfaces to obtain the parent surface. A new superposition method is proposed to create a computer-aided design (CAD) model of the actual workpiece by adding the weld seam to the parent surface. The CAD model is then imported into an off-line simulation system to generate and execute grinding path. With the superposition method, the heights and widths of weld seam are extracted by analysing the difference between point cloud data and the reconstructed parent surface in order to determine the feed rate and size of grinding tool. Experimental results show that the proposed superposition method has the maximum absolute percentage error 5.3% and 41% saving in computation time in comparison with the conventional reverse engineering method.
机译:具有复杂几何形状的高性能组件使得难以确定研磨工具的位置和方向。在这项工作中,提出了一种快速准确的机器人磨削路径规划方法,用于自动去除自由形状表面上的不规则焊接。工件表面由3D剖面扫描仪数字化,并由点云数据表示。统计滤波器,加权最小二乘回归和正常向量的差异用于点云预处理和分割。然后由B样条表面建模所有段以获得父表面。提出了一种新的叠加方法,通过将焊缝添加到父表面来创建实际工件的计算机辅助设计(CAD)模型。然后将CAD模型导入离线仿真系统以生成和执行磨削路径。利用叠加方法,通过分析点云数据和重建的父表面之间的差异来提取焊缝的高度和宽度,以便确定研磨工具的进给速率和尺寸。实验结果表明,与传统逆向工程方法相比,所提出的叠加方法具有最大绝对百分比误差5.3%和41%的计算时间。

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  • 作者单位

    Shanghai Jiao Tong Univ Sch Mat Sci &

    Engn Shanghai Key Lab Mat Laser Proc &

    Modificat Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Sch Mat Sci &

    Engn Shanghai Key Lab Mat Laser Proc &

    Modificat Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Sch Mat Sci &

    Engn Shanghai Key Lab Mat Laser Proc &

    Modificat Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Sch Mat Sci &

    Engn Shanghai Key Lab Mat Laser Proc &

    Modificat Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Sch Mat Sci &

    Engn Shanghai Key Lab Mat Laser Proc &

    Modificat Shanghai 200240 Peoples R China;

    Guangzhou Risong Intelligent Technol Holding Co L Guangzhou Peoples R China;

    Shanghai Jiao Tong Univ Sch Mat Sci &

    Engn Shanghai Key Lab Mat Laser Proc &

    Modificat Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Sch Mat Sci &

    Engn Shanghai Key Lab Mat Laser Proc &

    Modificat Shanghai 200240 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动化装置与设备;
  • 关键词

    Point cloud; Robotic grinding; 3D surface reconstruction; Weld seam; Path planning;

    机译:点云;机器人研磨;3D表面重建;焊缝;路径规划;

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