• Title/Summary/Keyword: Fuzzy Regression Mode

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Equivalence in Alpha-Level Linear Regression

  • Yoon, Jin-Hee;Jung, Hye-Young;Choi, Seung-Hoe
    • Communications for Statistical Applications and Methods
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    • v.17 no.4
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    • pp.611-624
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    • 2010
  • Several methods were suggested for constructing a fuzzy relationship between fuzzy independent and dependent variables. This paper reviews the use of the method by minimizing the square of the difference between an observed and a predicted fuzzy number in an ${\alpha}$-level linear regression model. We introduce a new distance between fuzzy numbers on the basis of a mode, a core point and a radius of an ${\alpha}$-level set of a fuzzy number an construct the fuzzy regression model using the proposed fuzzy distance. We also investigate sufficient condition for an equivalence in the ${\alpha}$-level regression model.

A Study on the Optimal Performance Control of Heat Pump System for Heating Mode Operation (열펌프 시스템의 난방 운전 시 최적 성능 제어에 관한 연구)

  • Yoo, Keun-Joong;Lee, Il-Hwan;Lee, Gil-Bong;Kim, Min-Soo
    • Proceedings of the SAREK Conference
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    • 2006.06a
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    • pp.669-674
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    • 2006
  • The optimal control of heat pump performance for heating mode operation was investigated. Fuzzy logic was applied to control the heating performance of heat pump system and superheat at compressor discharge was taken as a control variable. Regression model was adapted to determine the optimal points where COP is maximized. Optimization of fuzzy rule table was investigated to improve operation performance of heat pump system. Experiments were carried out using original fuzzy table and the modified fuzzy rule table for heating mode operation of heat pump system. The results show that control performance of heat pump system with the modified fuzzy rule table was better than that with the original rule table.

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A study on Fuzzy model for flight aptitude using K-WAIS and FTD test (K-WAIS와 비행훈련장치 평가를 활용한 비행적성 검사에 대한 퍼지모형 연구)

  • Kim, Chil-Young;Yoo, Byeong-Seon;Choi, Seung-Hoe
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.19 no.3
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    • pp.25-32
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    • 2011
  • In order to study the effect of K-WAIS and FTD on flight aptitude, which we utilize to sort out good pilot candidates among applicants, we adopted Fuzzy regression model and expressed the result of flight aptitude tests in Fuzzy number by using maximum/minimum values and mean values. The 7 aspects of K-WAIS were broken down into three similar groups: mathematical ability, visualization ability and organization ability. While mathematical ability and organization ability showed a positive relevance with the FTD test with respect to flight aptitude, visualization ability of K-WAIS showed a negative(-) relevance with flight aptitude, which presented an opposite result to the previous research. Thus, we are to increase the number of samples and do the research thereof in the near future.