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空间统计方法在自由曲面加工误差分解中的应用
引用本文:陈岳坪,靳龙,卢海燕,冯志君,谌炎辉.空间统计方法在自由曲面加工误差分解中的应用[J].北京理工大学学报,2017,37(3):260-266.
作者姓名:陈岳坪  靳龙  卢海燕  冯志君  谌炎辉
作者单位:广西科技大学机械工程学院,广西,柳州 545006;广西科技大学机械工程学院,广西,柳州 545006;广西科技大学机械工程学院,广西,柳州 545006;广西科技大学机械工程学院,广西,柳州 545006;广西科技大学机械工程学院,广西,柳州 545006
基金项目:国家自然科学基金资助项目(51565006);广西自然科学基金资助项目(2014GXNSFAA118337,2015GXNSFAA139271);广西高校科研资助项目(ZD2014074);广西高校重点实验室主任基金资助项目(2014JZKG005);广西科技大学科学研究基金资助项目(12Z15)
摘    要:为了便于对自由曲面的加工误差进行分析,应用空间统计方法分析加工误差数据,将构成加工误差的系统误差和随机误差这两部分分解出来。该方法首先对加工误差进行空间统计分析,判断加工误差的空间自相关性,然后构造基于B样条曲面的确定性曲面回归模型,计算各个测点的残差后对该回归模型进行充分性分析,将服从空间独立分布的残差作为分解后的随机误差,进而得到系统误差。针对一个自由曲面进行仿真验证。结果表明,该误差分解方法精确、有效。再对上述自由曲面进行数控加工,并获得该工艺系统的系统误差,根据该系统误差进行补偿加工,显著提高了零件的加工精度。 

关 键 词:空间统计分析  自由曲面  系统误差  随机误差
收稿时间:2015/2/1 0:00:00

Application of Spatial Statistical Analysis in Decomposition of Machining Errors for Free-Form Surfaces
CHEN Yue-ping,JIN Long,LU Hai-yan,FENG Zhi-jun and CHEN Yan-hui.Application of Spatial Statistical Analysis in Decomposition of Machining Errors for Free-Form Surfaces[J].Journal of Beijing Institute of Technology(Natural Science Edition),2017,37(3):260-266.
Authors:CHEN Yue-ping  JIN Long  LU Hai-yan  FENG Zhi-jun and CHEN Yan-hui
Institution:School of Mechanical Engineering, Guangxi University of Science and Technology, Liuzhou, Guangxi 545006, China
Abstract:To analyze machining errors of free-form surfaces, a spatial statistical analysis method was presented for the machining errors decomposition, forming systematic errors and random errors. Firstly, the machining errors were analyzed with the method to judge the spatial autocorrelation of these errors. Then a regression model was built based on B-spline surfaces for the deterministic surface. And the adequacy of the regression model was analyzed through calculating the residual errors of all the measured points. Once the residual errors were of spatial independence, the residual errors could be treated as random errors, and the systematic errors were easily obtained. A free-form surface simulation was taken to validate the method. Results show that the error decomposition is accurate and effective. According to the systematic errors of the process system obtained in the surface machining on a NC machining center, the compensation made for the machining error has significantly improved the machining accuracy of free-form surface.
Keywords:spatial statistical analysis  free-form surface  system error  random error
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