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The research of the error analysis algorithm with 3D scanning data.

机译:3D扫描数据误差分析算法的研究。

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摘要

With the increase in the automatization level of industrial production, the three-dimensional laser scanning system has been applied in industrial production more and more widely with its advantages of high identification rate, non-destructive capability, and so on. In order to increase the product quality, product testing becomes an important and indispensable link in the industrial production. The research aim of this thesis is, to develop an automatic on-line testing system, based on 3D laser scanner technology. Such a system can contribute to the realization of a complete automatic process from measuring the product to calculating its form error and further judging whether the product is satisfactory or not.;This research can be applied in the industrial production in order to increase the product quality and the level of automatization. Other potential applications include artificial intelligence, medicine, etc.;Key words: surface fitting, NURBS surface, the Least Region Method, Genetic Algorithm, form error.;This thesis, starting from the data points obtained from a from 3D scanner, after filtering the noise points in the right and left CCD, makes use of NURBS surface to fit these point data, and reconstruct the surface of the measured object. Based on the principle of the Least Region to assess the form error of the surface, we obtain a mathematic model of the form error of the surface, and further making use an improved Genetic Algorithm, calculate the form error of the object. According to the given acceptable scale of the error, we can judge whether the product is satisfactory or not. Finally, the program design work of the whole system is realized through the use of VC++6.0, with a user interface to calculate form error being implemented.
机译:随着工业生产自动化水平的提高,三维激光扫描系统具有识别率高,无损检测等优点,已在工业生产中得到越来越广泛的应用。为了提高产品质量,产品测试成为工业生产中不可或缺的重要环节。本文的研究目的是开发一种基于3D激光扫描仪技术的自动在线测试系统。这样的系统可以帮助实现从测量产品到计算其形状误差以及进一步判断产品是否令人满意的全自动过程。该研究可应用于工业生产以提高产品质量以及自动化程度。其他潜在的应用包括人工智能,医学等;关键词:表面拟合,NURBS表面,最小区域方法,遗传算法,形状误差。;本文从3D扫描仪获得的数据点开始,经过滤波左右CCD中的噪声点,利用NURBS表面拟合这些点数据,并重建被测物体的表面。基于最小区域原理评估表面的形状误差,我们得到了表面形状误差的数学模型,并进一步利用改进的遗传算法,计算了物体的形状误差。根据给定的可接受的误差范围,我们可以判断产品是否令人满意。最后,通过使用VC ++ 6.0来实现整个系统的程序设计工作,并实现了用于计算形式误差的用户界面。

著录项

  • 作者

    Dou, Yanmei.;

  • 作者单位

    Universite du Quebec a Chicoutimi (Canada).;

  • 授予单位 Universite du Quebec a Chicoutimi (Canada).;
  • 学科 Computer Science.
  • 学位 M.Sc.
  • 年度 2009
  • 页码 112 p.
  • 总页数 112
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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