The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine Tools

This paper mainly covers a research intended to improve the circular accuracy of CNC machine tools and the adjustment and analysis of the main controller parameters applied to improve accuracy. In this study, controller analysis software was used to detect the adjustment status of the servo paramete...

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Main Authors: Shao-Hsien Chen, Wern-Dare Jehng, Yen-Sheng Chen
Format: Article
Language:English
Published: Hindawi Limited 2014-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2014/797091
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spelling doaj-37db4836ae8d49c586bacf6bb5ef2a172020-11-24T23:25:42ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472014-01-01201410.1155/2014/797091797091The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine ToolsShao-Hsien Chen0Wern-Dare Jehng1Yen-Sheng Chen2Department of Mechanical Engineering, National Chin-Yi University of Technology, No. 57, Section 2, Zhongshan Road, Taiping District, Taichung 41170, TaiwanDepartment of Mechanical Engineering, National Chin-Yi University of Technology, No. 57, Section 2, Zhongshan Road, Taiping District, Taichung 41170, TaiwanDepartment of Automation, Lan Yang Institute of Technology, TaiwanThis paper mainly covers a research intended to improve the circular accuracy of CNC machine tools and the adjustment and analysis of the main controller parameters applied to improve accuracy. In this study, controller analysis software was used to detect the adjustment status of the servo parameters of the feed axis. According to the FANUC parameter manual, the parameter address, frequency, response measurements, and the one-fourth corner acceleration and deceleration measurements of the machine tools were adjusted. The experimental design (DOE) was adopted in this study for taking circular measurements and engaging in the planning and selection of important parameter data. The Minitab R15 software was adopted to predict the experimental data analysis, while the seminormal probability map, Plato, and analysis of variance (ANOVA) were adopted to determine the impacts of the significant parameter factors and the interactions among them. Additionally, based on the response surface map and contour plot, the optimal values were obtained. In addition, comparison and verification were conducted through the Taguchi method, regression analysis to improved machining accuracy and efficiency. The unadjusted error was 7.8 μm; through the regression analysis method, the error was 5.8 μm and through the Taguchi analysis method, the error was 6.4 μm.http://dx.doi.org/10.1155/2014/797091
collection DOAJ
language English
format Article
sources DOAJ
author Shao-Hsien Chen
Wern-Dare Jehng
Yen-Sheng Chen
spellingShingle Shao-Hsien Chen
Wern-Dare Jehng
Yen-Sheng Chen
The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine Tools
Mathematical Problems in Engineering
author_facet Shao-Hsien Chen
Wern-Dare Jehng
Yen-Sheng Chen
author_sort Shao-Hsien Chen
title The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine Tools
title_short The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine Tools
title_full The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine Tools
title_fullStr The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine Tools
title_full_unstemmed The Use of Response Surface Methodology to Optimize Parameter Adjustments in CNC Machine Tools
title_sort use of response surface methodology to optimize parameter adjustments in cnc machine tools
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2014-01-01
description This paper mainly covers a research intended to improve the circular accuracy of CNC machine tools and the adjustment and analysis of the main controller parameters applied to improve accuracy. In this study, controller analysis software was used to detect the adjustment status of the servo parameters of the feed axis. According to the FANUC parameter manual, the parameter address, frequency, response measurements, and the one-fourth corner acceleration and deceleration measurements of the machine tools were adjusted. The experimental design (DOE) was adopted in this study for taking circular measurements and engaging in the planning and selection of important parameter data. The Minitab R15 software was adopted to predict the experimental data analysis, while the seminormal probability map, Plato, and analysis of variance (ANOVA) were adopted to determine the impacts of the significant parameter factors and the interactions among them. Additionally, based on the response surface map and contour plot, the optimal values were obtained. In addition, comparison and verification were conducted through the Taguchi method, regression analysis to improved machining accuracy and efficiency. The unadjusted error was 7.8 μm; through the regression analysis method, the error was 5.8 μm and through the Taguchi analysis method, the error was 6.4 μm.
url http://dx.doi.org/10.1155/2014/797091
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