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상관분석 및 의사결정나무를 통한 사출 성형품 변형의 영향 인자 분석 Analysis of Influence Factors of Injection Molded Product Deformation Through Correlation Analysis and Decision-Tree

이용선, 이은녕, 황순환, 한성렬
  • 언어KOR
  • URLhttp://db.koreascholar.com/Article/Detail/412729
한국기계기술학회지 (韓國機械技術學會誌)
제24권 제1호 (2022.02)
pp.115-121
한국기계기술학회 (Korean Society of Mechanical Technology)
초록

This paper analyzed the correlation between injection molding factors through correlation analysis. In addition, the decision-tree model, which is a white box model with excellent explanatory power, was used to obtain optimal molding conditions that satisfy multiple constraint conditions. First, 243 data to be used in the experiment were created through a full factorial design. Second, a correlation analysis was conducted to understand the correlation. Third, to verify the decision-tree model, the prediction performance was evaluated using RMSE. As a result, good prediction performance was confirmed. A decision-tree experiment analysis was conducted. As a result of the progress, the same results as the correlation analysis were derived. Based on the previous analysis results, optimal molding conditions were applied to CAE. As a result, the amount of deformation in the multi-cavity could be improved by about 1.1% and 2.72% while satisfying the constraint.

저자
  • 이용선(공주대학교) | Lee yong sun
  • 이은녕(삼우코리아) | Eun-Nyoung Lee
  • 황순환(ED&C, Ltd.) | Soon-Hwan Hwang
  • 한성렬(공주대학교) | Han Seong Ryeol