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基于时序模型优化选择的热误差建模
引用本文:张琨,姚晓栋,张毅,杨建国. 基于时序模型优化选择的热误差建模[J]. 组合机床与自动化加工技术, 2011, 0(10)
作者姓名:张琨  姚晓栋  张毅  杨建国
作者单位:上海交通大学机械与动力工程学院,上海,200240
基金项目:“高档数控机床与基础制造装备”国家科技重大专项项目(2009ZX04014-22)
摘    要:为了提高数控机床热误差建模精度,提出了基于时序模型优化选择的热误差建模方法,重点论述了时序分析法用于机床热误差建模时的模型优化选择问题.通过分析热误差序列自相关函数和偏自相关函数的性质进行时序模型识别,采用AIC、F和白度检验定阶准则相结合的判定方法,完成模型阶次的确定,从而为时序建模提供了选型和定阶依据,使时序分析方法更加有效地应用于热误差建模.对一台车削加工中心进行了热误差建模,并通过对比分析验证了基于时序模型优化选择的热误差建模方法能够显著提高建模精度.

关 键 词:数控机床  热误差  时序分析  建模

Thermal Error Modeling Based on Optimum Selection of Time Series Models
ZHANG Kun,YAO Xiao-dong,ZHANG Yi,YANG Jian-guo. Thermal Error Modeling Based on Optimum Selection of Time Series Models[J]. Modular Machine Tool & Automatic Manufacturing Technique, 2011, 0(10)
Authors:ZHANG Kun  YAO Xiao-dong  ZHANG Yi  YANG Jian-guo
Affiliation:ZHANG Kun,YAO Xiao-dong,ZHANG Yi,YANG Jian-guo(School of Mechanical Engineering,Shanghai Jiao Tong University,Shanghai 200240,China)
Abstract:In order to improve the accuracy of thermal error model,a method based on optimum selection of time series models was presented,and how to select the time series models was discussed in detail.Through analyzing ACF and PACF of the thermal error series,the type of time series model was identified first,and then the order was determined by combining the methods of AIC,F and whiteness examining.So that time series could be applied to thermal error modeling more effectively.A thermal error model of a CNC lathe ...
Keywords:machine tools  thermal error  time series analysis  modeling  
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