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주성분 분석과 다중회귀모형을 사용한 자동차 건조 공정의 히트펌프 건조기 소모 전력 분석 KCI 등재

Analyses of Power Consumption of the Heat Pump Dryer in the Automobile Drying Process by using the Principal Component Analysis and Multiple Regression

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한국산업경영시스템학회지 (Journal of Society of Korea Industrial and Systems Engineering)
한국산업경영시스템학회 (Society of Korea Industrial and Systems Engineering)
초록

In this paper, we investigate how the power consumption of a heat pump dryer depends on various factors in the drying process by analyzing variables that affect the power consumption. Since there are in general many variables that affect the power consumption, for a feasible analysis, we utilize the principal component analysis to reduce the number of variables (or dimensionality) to two or three. We find that the first component is correlated positively to the entrance temperature of various devices such as compressor, expander, evaporator, and the second, negatively to condenser. We then model the power consumption as a multiple regression with two and/or three transformed variables of the selected principal components. We find that fitted value from the multiple regression explains 80~90% of the observed value of the power consumption. This results can be applied to a more elaborate control of the power consumption in the heat pump dryer.

목차
1. 서 론
 2. 주성분 분석을 통한 차원 축소
  2.1 고유치 문제(Eigenvalue Problem)와 구형 검정(Sphericity Test)
  2.2 차원 축소와 주성분 적재값(Principal ComponentLoading)
 3. 다중회귀모형을 적용한 소모 전력 분석
 4. 결 론
 Acknowledgement
저자
  • 이창용(공주대학교 산업시스템공학과) | Chang-Yong Lee
  • 송근수(공주대학교 산업시스템공학과, 덕산공조㈜ 기업부설연구소) | Gensoo Song
  • 김진호(공주대학교 산업시스템공학과) | Jinho Kim Corresponding Author