航空制造技术2024,Vol.67Issue(1) :124-130.DOI:10.16080/j.issn1671-833x.2024.01/02.124

基于点云数据的大曲率工件表面法向计算方法研究

Research on Surface Normal Calculation Method of Workpiece With Large Curvature Based on Point Cloud Data

金强 董志刚 杨国林 康仁科 孟凡通 宋洪侠
航空制造技术2024,Vol.67Issue(1) :124-130.DOI:10.16080/j.issn1671-833x.2024.01/02.124

基于点云数据的大曲率工件表面法向计算方法研究

Research on Surface Normal Calculation Method of Workpiece With Large Curvature Based on Point Cloud Data

金强 1董志刚 1杨国林 1康仁科 1孟凡通 1宋洪侠1
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作者信息

  • 1. 大连理工大学精密与特种加工教育部重点实验室,大连 116024
  • 折叠

摘要

航空航天构件装配制孔时对垂直度有严格要求,采用机器人等自动设备制孔时,为保证垂直度需要对每一个制孔位置的法向进行在位测量.现有的工件表面法向测量方式难以适应大曲率工件表面的测量需求.通过线激光扫描,可以获得反映工件局部表面详细信息的点云数据,在此基础上提出一种大曲率工件表面法向计算方法.首先研究了通过主成分分析(PCA)对局部点云数据进行平面拟合获得曲面法向的方法,然后选取了若干典型曲率,通过仿真生成点云数据,并分析了法向拟合误差的变化规律.通过试验验证了上述方法的有效性,结果表明,当点云选择范围在12mm以下时,直径为50mm的圆柱试验件的法向拟合误差可以保证在0.219°以下.

Abstract

Verticality of hole is strictly required during the assembly of aerospace components.In order to ensure verticality when using automatic equipment such as robots to make holes,it is necessary to measure the normal direction of each machined hole in place.The existing normal measurement methods of the workpiece surface are difficult to meet the measurement requirements of the workpiece surface with large curvature.Through line laser scanning,point cloud data reflecting the detailed information of the local surface of the workpiece can be obtained.On this basis,a method for calculating the surface normal of the workpiece with large curvature is proposed.First studied the method of plane fitting to local point cloud data to obtain the surface normal through PCA(principal component analysis),then selected some typical curvatures,generated point cloud data through simulation,and analyzed the change of normal fitting error law.The effectiveness of the above method is verified by experiments.The results show that when the selection range of point cloud is less than 12 mm,the normal fitting error of cylindrical test piece with diameter of 50 mm can be guaranteed to be less than 0.219°.

关键词

装配制孔/法向测量/垂直度/线激光/点云数据

Key words

Assembly hole making/Normal measurement/Verticality/Line laser/Point cloud data

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出版年

2024
航空制造技术
北京航空制造工程研究所

航空制造技术

CSTPCD北大核心
影响因子:0.403
ISSN:1671-833X
参考文献量10
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