• 제목/요약/키워드: D-Optimal design

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Exact $D_S-efficient$ Designs for Quadratic Response Surface Model

  • Lim, Yong B.
    • Journal of the Korean Statistical Society
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    • 제20권2호
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    • pp.156-161
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    • 1991
  • Exact $D_{s}$-efficient designs for the precise estimation of all the coefficients of the quadratic terms are studied in a quadratic response surface model. Efficient exact designs are constructed for 2 q 5 w.r.t. $D_{s}$-optimaity criterion based on Pesotchinsky's(1975) and approximate $D_{s}$-optimal design given in Lim & Studden(1988) . Moreover, they seem to have reasonably good D-efficiencies. Similar idea could apply to q$\geq$6 cases.

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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.

PC1D Simulation을 통한 결정질 실리콘 태양전지의 국부적 후면 전극 최적화 설계 (An optimal design for the local back contact pattern of crystalline silicon solar cells by using PC1D simulation)

  • 오성근;임충현;조영현
    • 한국신재생에너지학회:학술대회논문집
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    • 한국신재생에너지학회 2010년도 추계학술대회 초록집
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    • pp.43.1-43.1
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    • 2010
  • In the crystalline silicon solar cells, the full area aluminum_back surface field(BSF) is routinely achieved through the screen-printing of aluminum paste and rapid firing. It is widely used in the industrial solar cell because of the simple and cost-effective process to suppress the overall recombination at the back surface. However, it still has limitations such as the relatively higher recombination rate and the low-to-moderate reflectance. In addition, it is difficult to apply it to thinner substrate due to wafer bowing. In the recent years, the dielectric back-passivated cell with local back contacts has been developed and implemented to overcome its disadvantages. Although it is successful to gain a lower value of surface recombination velocity(SRV), the series resistance($R_{series}$) becomes even more important than the conventional solar cell. That is, it is a trade off relationship between the SRV and the $R_{series}$ as a function of the contact size, the contact spacing and the geometry of the opening. Therefore it is essential to find the best compromise between them for the high efficiency solar cell. We have investigated the optimal design for the local back contact by using PC1D simulation.

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3D Digital Design 기법을 이용한 BWTS 설치 설계 연구 (A Study on Retrofitting BWTS using 3D Digital Design)

  • 지재훈
    • 수산해양교육연구
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    • 제29권2호
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    • pp.503-512
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    • 2017
  • Over the past few years, as maritime trade and traffic were highly expanding, problem of invasive species via ballast water have been raised. In 1988, Canada and Australia had firstly experience that unexpected and hazardous species were observed on their own sea, they have issued the problem to MEPC under the IMO. At the end of many years of discussion, on the diplomatic conference in 13 Feb. 2004, "International Convention for the Control and Management of Ballast Water and Sediments of the Ship" was adopted. Requirements for entering into force of this Convention is that 30 countries ratify and world merchant marine fleet is more than 35% and BWM Convention will be effected after 12months from date satisfying conditions. With Finland ratifying the BWM Convention on 8 Sep. 2016, the fleet amounted to 35.1441% and ratification country became 52 countries. Therefore, after 12month, BWM Convention will be formally effected on 8 Sep. 2017. Ballast Water Treatment System is to be fitted in new ships as well as existing ships. Thus, there are concerns of ship owners to be suitably installed a variety typed BWTS in many kinds of vessels. As approaching for resolving these problems, engineering analysis was carried out research studies and detailed design to analyze to optimal installation space for retrofitting a BWTS using 3D Scanning method, targeting representative DWT 180K Bulk carrier of dry cargo vessels charged more 40% on worldwide vessel and mainly two type BWTS as electrolysis treatment type and ultra violet treatment type. Optimal design of 3D Scanning technology was applied to analyze four step process and the overall conclusion was described in this paper.

퍼지 모델의 진화 설계 (Evolutionary Design of Fuzzy Model)

  • 김유남
    • 대한전기학회논문지:시스템및제어부문D
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    • 제49권11호
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    • pp.625-631
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    • 2000
  • In designing fuzzy model, we encounter a major difficulty in the identification of an optimized fuzzy rule base, which is traditionally achieved by a tedious-and-error process. This paper presents an approach to automatic design of optimal fuzzy rule bases for modeling using evolutionary programming. Evolutionary programming evolves simultaneously the structure and the parameter of fuzzy rule base a given task. To check the effectiveness of the suggested approach, 3 examples for modeling are examined, and the performance of the identified models are demonstrated.

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Optimality criteria based seismic design of multiple tuned-mass-dampers for the control of 3D irregular buildings

  • Daniel, Yael;Lavan, Oren
    • Earthquakes and Structures
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    • 제8권1호
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    • pp.77-100
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    • 2015
  • Multiple tuned mass dampers (MTMDs) tuned to various frequencies have been shown to efficiently control the seismic response of structures where multiple modes are dominant. One example is irregular structures that are found more vulnerable than their symmetric counterparts. With the technology of MTMDs available, design and optimal design methodologies are required for application. Such a methodology, in the form of an analysis/redesign (A/R) scheme, has been previously presented by the authors while limiting responses of interest to allowable values, i.e., performance-based design (PBD). In this paper, the A/R procedure is modified based on formal optimality criteria, making it more cost efficient, as well as more computationally efficient. It is shown that by using the methodology presented herein, a desired performance level is successfully targeted by adding near-optimal amounts of mass at various locations and tuning the TMDs to dampen several of the structure's frequencies. This is done using analysis tools only.

Statistical Optimization of Medium Components for Milk-Clotting Enzyme Production by Bacillus amyloliquefaciens D4 Using Wheat Bran-an Agro-Industry Waste

  • Zhang, Weibing;He, Xiaoling;Liu, Hongna;Guo, Huiyuan;Ren, Fazheng;Gao, Weidong;Wen, Pengcheng
    • Journal of Microbiology and Biotechnology
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    • 제23권8호
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    • pp.1084-1091
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    • 2013
  • In this paper, two statistical methods were applied to optimize medium components to improve the production of the milk-clotting enzyme by Bacillus amyloliquefaciens D4. First, wheat bran juice, skim milk powder, and $Na_2HPO_4$ were shown to have significant effects on D4 enzyme production using the Plackett-Burman experimental design. Subsequently, an optimal medium was obtained using the Box-Behnken method, which consisted of 3.31 g/l of skim milk powder, 5.0 g/l of sucrose, 0.1 g/l of $FeSO_4{\cdot}7H_2O$, 0.1 g/l of $MgSO_4{\cdot}7H_2O$, 0.1 g/l of $MnSO_4{\cdot}2H_2O$, 0.1 g/l of $ZnSO_4{\cdot}7H_2O$, 1.52 g/l of $Na_2HPO_4$, and 172.45 g/l of wheat bran juice. With this optimal medium, the milk-clotting enzyme production was remarkably enhanced. The milk-clotting enzyme activity reached 3,326.7 SU/ml after incubation of 48 h, which was 1.76-fold higher than that of the basic medium, showing that the Plackett-Burman design and Box-Behnken response surface method are effective to optimize medium components, and B. amyloliquefaciens D4 possessed a high rennet-producing capacity in the optimal medium.

근사화 개념을 이용한 삼차원 철골조 구조물의 횡변위 제어에 관한 연구 (Lateral Drift Control of 3-D Steel Structures Using Approximation Concept)

  • 이한주;임영도;김호수
    • 한국공간정보시스템학회:학술대회논문집
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    • 한국공간정보시스템학회 2004년도 춘계 학술발표회 논문집 제1권1호(통권1호)
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    • pp.96-102
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    • 2004
  • This study presents an effective stiffness-based optimal technique to control quantitatively lateral drift for 3-D steel frameworks subject to lateral loads. To this end, the displacement sensitivity depending on behavior characteristics of 3-D steel frameworks is established. Also, approximation concept that can preserve the generality of the mathematical programming and can efficiently solve large scale problems is introduced. Resizing sections in the stiffness-based optimal design are assumed to be uniformly varying in size. Two types of 30-story frames are presented to illustrate the features of the Quantitative lateral drift control technique proposed in this study.

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Wiener Process 및 D-Optimality 조건 하에서 계단형 가속열화시험 설계 (Design of Step-Stress Accelerated Degradation Test based on the Wiener Process and D-Optimality Condition)

  • 김헌길;박재훈;성시일
    • 한국신뢰성학회지:신뢰성응용연구
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    • 제17권2호
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    • pp.129-135
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    • 2017
  • Purpose: This article provides step-stress accelerated degradation test (ADT) plans based on the Wiener process. Method: Step-stress levels and the stress change times are determined based on the D-optimality criteria to develop test plans. Further, a simple grid search method is provided for obtaining the optimal test plan. Results: Based on the solution procedure, ADT plans which include the stress levels and change times are developed for conducting the reliability test. Conclusion: Optimal step-stress ADT plans are provided for the case where the number of measurements is small.