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최대엔트로피 실험계획에서 상관함수의 영향

Influence of Correlation Functions on Maximum Entropy Experimental Design

  • 이태희 (한양대학교 기계공학부) ;
  • 김승원 (한양대학교 대학원 기계설계학과) ;
  • 정재준 (한양대학교 대학원 기계설계학과)
  • 발행 : 2006.07.01

초록

Recently kriging model has been widely used in the DACE (Design and Analysis of Computer Experiment) because of prominent predictability of nonlinear response. Since DACE has no random or measurement errors contrast to physical experiment, space filling experimental design that distributes uniformly design points over whole design space should be employed as a sampling method. In this paper, we examine the maximum entropy experimental design that reveals the space filling strategy in which defines the maximum entropy based on Gaussian or exponential. The influence of these two correlation functions on space filling design and their model parameters are investigated. Based on the exploration of numerous numerical tests, enhanced maximum entropy design based on exponential correlation function is suggested.

키워드

참고문헌

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피인용 문헌

  1. Design of a Mechanical Joint for Zero Moment Crane By Kriging vol.34, pp.5, 2010, https://doi.org/10.3795/KSME-A.2010.34.5.597