• 제목/요약/키워드: D-optimal experimental design

검색결과 199건 처리시간 0.028초

CANONICAL FORMS OF SOME SPECIAL MATRICES USEFUL IN STATISTICS

  • M. Mitrouli;N. Karcanias;C. Koukouvinos
    • Journal of applied mathematics & informatics
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    • 제4권1호
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    • pp.63-82
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    • 1997
  • In experimental situations where n two or three level fac-tors are involoved and n observations are taken then the D-optimal first order saturated design is an $n{\times}n$ matrix with elements $\pm$1 or 0, $\pm$1, with the maximum determinant. Cononical forms are useful for the specification of the non-isomorphic D-optimal designs. In this paper we study canonical forms such as the Smith normal form the first sec-ond and the jordan canonical form of D-optimal designs. Numerical algorithms for the computation of these forms are described and some numerical examples are also given.

비선형 확률계수모형을 고려한 최적 열화시험 설계 (Optimal Degradation Experimental Design in Non-Linear Random Coefficients Models)

  • 김성준;배석주
    • 한국신뢰성학회지:신뢰성응용연구
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    • 제9권1호
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    • pp.13-28
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    • 2009
  • In this paper we propose a method for designing optimum degradation test based on nonlinear random-coefficients models. We use the approximated expression of the Fisher information matrix for nonlinear random-coefficients models. We apply the simplex algorithm to the inverse of the determinant of Fisher information matrix to satisfy the D-optimal criterion. By comparison of the results from PDP degradation data, we suggest a general guideline to obtain optimum experimental design for determining inspection intervals and number of samples in degradation testing.

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전기자동차 구동용 IPMSM의 2D Look-up Table 작성기법 (A Design Method of 2D Look-up Table of IPMSM for Electric Vehicle)

  • 원일권;김도윤;고안열;이정효;김영렬;원충연
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2013년도 전력전자학술대회 논문집
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    • pp.104-105
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    • 2013
  • When actual IPMSM is driving, it is difficult to figure out the correct current during the current control period due to the operation speed limit of digital signal processing. Therefore, in order to control IPMSM for electric vehicle efficiently, we should design 2D Look-up Table to find out optimal current reference corresponding to speed and torque of IPMSM. This paper explains the design method of 2D Look-up Table for optimal current control of constant torque area and constant output area of IPMSM for electric vehicle. Finally, experimental results are presented to verify the reliability of 2D Look-up Table.

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지능형 고효율 탈진 인젝터의 분사관 개발 (Development of Injection Tubes for Intelligent High-Efficiency Exhausted Injector)

  • 장성철;이경준;이정원
    • 한국산업융합학회 논문집
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    • 제20권1호
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    • pp.74-80
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    • 2017
  • This study aimed to evaluate the validity of an exhausted injector design for filtration system and the performance characteristics thereof. The evaluation was intended through computational fluid dynamics(CFD) analysis based on computer simulation rather than through prototype fabrication and testing. Furthermore, the design of experiment was used to create an experimental design table by which the reaction characteristics of response factors were analyzed for design parameters. All experiments were substituted with computer simulations. Lastly, an optimal design model for the injection tubes was determined based on response surface method algorithms.

Application of Taguchi Experimental Design for the Optimization of Effective Parameters on the Rapeseed Methyl Ester Production

  • Kim, Sun-Tae;Yim, Bong-Been;Park, Young-Taek
    • Environmental Engineering Research
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    • 제15권3호
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    • pp.129-134
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    • 2010
  • The optimization of experimental parameters, such as catalyst type, catalyst concentration, molar ratio of alcohol to oil and reaction temperature, on the transesterification for the production of rapeseed methyl ester has been studied. The Taguchi approach (Taguchi method) was adopted as the experimental design methodology, which was adequate for understanding the effects of the control parameters and to optimize the experimental conditions from a limited number of experiments. The optimal experimental conditions obtained from this study were potassium hydroxide as the catalyst, at a concentration of 1.5 wt %, and a reaction temperature of $60^{\circ}C$. According to Taguchi method, the catalyst concentration played the most important role in the yield of rapeseed methyl ester. Finally, the yield of rapeseed methyl ester was improved to 96.7% with the by optimal conditions of the control parameters which were obtained by Taguchi method.

3D-EMCN법을 이용한 광 픽업 액츄에이터의 해석 및 최적설계 (Analysis and Optimal Design of Optical Pickup Actuator by 3D-EMCN Method)

  • 김진아;전태경
    • 대한전기학회논문지:전기기기및에너지변환시스템부문B
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    • 제51권5호
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    • pp.234-241
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    • 2002
  • An optical pickup actuator is an objective-lens-moving mechanism that provides a means to follow the disk displacement accurately(1). In this paper, a slim type optical pickup actuator for Notebook PCs is analyzed and designed to improve the driving sensitivity A three dimensional equivalent magnetic circuit network method (3D-EMCN method) is proposed for an analysis method which provides better characteristics in both precision and computation time of analysis comparing with a commercial three-dimensional finite element (3D-FEM) codes. To verify the validity of proposed method, we made a comparison between the analysis results and the experimental ones. We also compared this analysis results with 3D-FEM results. Among the several optimal algorithm, we adopt a niching genetic algorithm, which renders a set of the multiple optimal solutions. RCS (Restricted Competition Selection) niching genetic algorithm is used for optimal design of the actuator's performance. Recently, the pickup actuator needs additional driving structure for radial and tangential tilting motion to obtain better pick-up performance. So we applied the proposed method to the model containing tilting coils.

강도 조건을 고려한 동력 전달 드라이브 샤프트의 근사최적설계 (Approximate Optimization of the Power Transmission Drive Shaft Considering Strength Design Condition)

  • 소해룡;이종수
    • 한국생산제조학회지
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    • 제24권2호
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    • pp.186-191
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    • 2015
  • Presently, rapidly changing and unstable global economic environments demand engineers. Products should be designed to increase profits by lowering costs and provide distinguished performance compared with competitors. This study aims to optimize the design of the power-transmission drive shaft. The mass is reduced as an objective function, and the stress is constrained under a constant value. To reduce the number of experiments, CCD (central composite design) and D-Optimal are used for the experimental design. RSM (response surface methodology) is employed to construct a regression model for the objective functions and constraint function. In this problem, there is only one objective function for the mass. The other objective function gives 1; thus, NSGA-II is used.

D-와 이분산 G-최적을 중심으로 한 오차로버스트 실험계획법 (Error-robust experimental designs: D- and heteroscedastic G-optimalities)

  • 김영일
    • 응용통계연구
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    • 제6권2호
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    • pp.303-309
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    • 1993
  • 오차에 대한 함수관계식이 불확실한 경우 두가지 실험계획법을 제시하였다. 하나는 모든 가능한 오차함수식을 대상으로 최저의 효율성을 높이는 방안이고 다른 하나는 확률을 이용한 최저의 평균효율성을 높이는 방안이다. 이러한 두 방법을 D-와 이분산 G-최적성에 적응시켜 그 차이점을 비교연구하였다.

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다항회귀모형에서의 추가받힘점 선택 (Selection of extra support points for polynomial regression)

  • 김영일;장대흥
    • Journal of the Korean Data and Information Science Society
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    • 제25권6호
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    • pp.1491-1498
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    • 2014
  • 최적실험의 제일 큰 약점은 실험기준이 지나치게 모형과 그에 수반되는 가정에 의존한다는 점이다. 이는 종종 모형의 모수의 개수와 받힘점의 개수가 일치를 하는 경우로 이루어지는데 이는 가정된 모형이 참이 아닌 경우를 대비한 실험이 될 수 없다. 이런 경우 문헌에서는 가정된 다항회귀모형의 차수보다 큰 차수를 가진 다항회귀모형을 가정하고 최적실험을 제안하나 이는 D-효율에 근거한 관행적인 방법일 뿐이다. 본 연구에서는 O'Brien (1995)이 제안한 가정된 모형의 일반적인 이탈을 염두에 둔 추가받힘점 생성에 관하여 알아보고 단순회귀모형과 2차 회귀모형에 대한 실험들을 D-효율로 카타로그화 하여 실험자로 하여금 선택을 할 수 있게 하였다. O'Brien은 비선형모형에 대해 추가받힘점의 선택 방법을 제시하였지만 방법을 구현하는 데 있어 명확치 않은 기준이 있어 모수에 의존하는 비선형모형에 대한 최적실험보다는 다항회귀모형을 중심으로 심층적으로 사용방법을 알아보았다.

브러시리스 직류전동기의 다목적 최적설계 (Multiobjective Design Optimization of Brushless DC Motor)

  • 전연도;약미진치;이주;오재응
    • 대한전기학회논문지:전기기기및에너지변환시스템부문B
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    • 제53권5호
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    • pp.325-331
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    • 2004
  • The multiobjective optimization (MO) problem usually includes the conflicting objectives and the use of conventional optimization algorithms for MO problem does not so good approach to obtain an effective optimal solution. In this paper, genetic algorithm (GA) as an effective method is used to solve such MO problem of brushless DC motor (BLDCM). 3D equivalent magnetic circuit network (EMCN) method which enables us to reduce the computational burden is also used to consider the 3D structure of BLDCM. In order to effectively obtain a set of Pareto optimal solutions in MO problem, ranking method proposed by Fonseca is applied. The objective functions are decrease of cogging torque and increase of torque respectively. The airgap length, teeth width and magnetization angle of PM are selected for the design variables. The experimental results are also shown to confirm the validity of the optimization results.