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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2014-01-01
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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2014/797091 |
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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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