• 제목/요약/키워드: experimental design

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베이지안 실험계획법의 이해와 응용 (Understanding Bayesian Experimental Design with Its Applications)

  • 이군희
    • 응용통계연구
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    • 제27권6호
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    • pp.1029-1038
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    • 2014
  • 본 연구에서는 베이지안 실험계획법에 대하여 논의하고 간단한 모의실험을 통하여 최적화된 베이지안 실험계획법이 어떠한 특징을 가지고 있는지 설명하였다. 실험을 설계하는 경우 연구자는 관심있는 주제가 모수추정인지 아니면 예측인지를 결정하고 사전확률과 우도함수를 기반으로 이에 맞는 사후확률을 찾아 효용함수와 결합하여 최적의 실험설계를 찾는 것이 베이지안 실험계획법의 기본 원리이다. 만일 사전적 정보가 존재하지 않는다면 무정보적 부적합 사전확률을 이용하여 실험을 설계할 수 있으며, 이는 비 베이지안적 접근방법과 일치하게 된다. 만일 모수나 예측값에 대한 사전적 정보가 존재하는 경우에는 베이지안 실험계획법이 유일한 해결 방법이다. 하지만 모형의 복잡도가 증가하게 되면, 최적해를 찾는 과정이 매우 복잡해져서 극복해야 하는 많은 문제점들이 존재하므로 향후 많은 연구가 필요한 분야이다.

안전 및 환경적용을 위한 최소 실험 계획 (Minimal Experimental Designs for Safety and Environmental Application)

  • 최성운;이창호
    • 대한안전경영과학회지
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    • 제7권5호
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    • pp.69-84
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    • 2005
  • This paper proposes statistically designed experiments which provide a proactive means to implement safety and environmental applications. Minimal experimental designs such as fractional factorial design, Plackett-Burman design, Box-Behnken design are economical and can be achieved tremendous savings with relatively few experiments. These experimental designs and analysis methods are illustrated with cases.

시장조사에서 실험계획에 의한 최적상품 결정에 관한 사례연구 (A Study on the Optimal goods by Using Experimental Design in Marketing Research)

  • 김관래
    • 품질경영학회지
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    • 제15권2호
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    • pp.69-73
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    • 1987
  • The aim of this study is to find out the optimal goods for the marketing research through analysing the factor effecting the marketing survey by using the experimental design method. The decisive effecting factors in relation with the marketing survey were investigated as follows; 1. A row effect (Ai; i = 1, 2, ... n) is the design sorts of woman-clothes bias. 2. A column effect (Bi; i = 1, 2, ... n) is the woman-consumer bias. In this paper the experimental design, execution and statistical analys is were conducted to find out the optimal goods for marketing research.

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해양플랜트 플로트오버 설치 공법용 수동형 갑판 지지 프레임의 최소중량설계와 민감도 평가를 위한 실험계획법 응용 (Application of Experimental Design Methods for Minimum Weight Design and Sensitivity Evaluation of Passive-Type Deck Support Frame for Offshore Plant Float-Over Installation)

  • 김훈관;이강수;송창용
    • 해양환경안전학회지
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    • 제27권1호
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    • pp.161-171
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    • 2021
  • 본 연구에서는 20,000 톤급 해양플랜트 상부구조물(Topside)의 플로트오버 설치작업을 위해 개발된 수동형 갑판 지지 프레임(Deck support frame)의 구조설계에 대해 다양한 실험계획법을 이용한 최소중량설계와 민감도 평가의 비교연구를 수행하였다. 수동형 갑판 지지 프레임의 주요 구조부재의 두께 치수 변수는 설계인자로 고려하였고, 응답치는 중량과 강도성능으로 선정하였다. 최소중량설계와 민감도 평가의 비교연구에 사용한 실험계획법은 직교배열설계법, Box-Behnken 설계법, 그리고 Latin hypercube 설계법이다. 실험계획법의 설계공간 탐색의 근사화 성능을 평가하기 위해 반응표면법을 각 실험계획법 별로 생성하여 근사화 정확도 특성을 검토하였다. 또한 최소중량설계를 위해 최상 설계안의 결과로 부터 실험계획법의 특성에 따른 수치계산 비용, 중량감소 효과 등을 평가하였다. 수동형 갑판 지지 프레임의 구조설계에 대해 Box-Behnken 설계법이 가장 적합한 설계 결과를 나타내었다.

공작연맹 주택전시회에서의 근대주택 조형 실험에 관한 연구 - 브르노, 브레슬라우, 빈, 프라하에서의 사례를 중심으로 - (A Study on the Experimental Design of Modern Housing Architecture - Focused on the Cases in Werkbund Housing Exhibitions in Brno, Breslau, Vienna and Prague -)

  • 전남일
    • 한국실내디자인학회논문집
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    • 제27권2호
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    • pp.12-23
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    • 2018
  • The purpose of this study is to examine the innovative and experimental housing design alternatives in the transition period to the modern era and to discuss about the motivation of modern architectural form. Thus, first, this study examined the planning concepts and the meaning of new design of the four Werkbund dwelling Exhibitions in eastern Europe reflecting the demands of modern times. Second, I analyzed how the formative experiment appeared as a stereoscopic mass design and as a architectural composition in exterior. Experimental trials at housing exhibitions were to respond to the demands for the new forms, which required a new approach to modern style and aesthetics. The major features of formative experiments can be summarized as follows. First, new housing design have escaped from the historically descended style. Secondly, through the operation of volume and surface modern dwelling created a formative conformation. Finally, the shape and the surface replaced the decoration. In conclusion, the works of modern architects can be said to have achieved the harmony between 'purpose of expression' and 'technical purpose' in realizing the 'Zeitgeist' that corresponds to the paradigm of modern housing.

실험교과목에 포함된 요소설계의 효과적인 운영에 대한 연구 (A Study on Effective Management of Design Included in An Experimental Course)

  • 유윤섭;김상훈
    • 한국실천공학교육학회논문지
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    • 제3권1호
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    • pp.51-55
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    • 2011
  • 본 논문은 한경대학교 정보제어공학심화과정 3학년에 포함된 2학점(3시간) 실험교과목 "기초전자회로설계및실험"과 "응용전자회로설계및실험"에 포함된 1학점(1시간) 요소설계의 운영에 대해서 소개한다. 1학점(2시간)의 실험과 병행하여 1학점(1시간) 요소설계을 공학인증기준에 부합하도록 운영하는 절차, 운영결과 및 개선점을 소개한다. 학생들은 설계교과목 이수체계도에 따라서 체계적으로 설계교과목을 이수해야 효과적인 설계법을 배울 수 있다.

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Assessment of statistical sampling methods and approximation models applied to aeroacoustic and vibroacoustic problems

  • Biedermann, Till M.;Reich, Marius;Kameier, Frank;Adam, Mario;Paschereit, C.O.
    • Advances in aircraft and spacecraft science
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    • 제6권6호
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    • pp.529-550
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    • 2019
  • The effect of multiple process parameters on a set of continuous response variables is, especially in experimental designs, difficult and intricate to determine. Due to the complexity in aeroacoustic and vibroacoustic studies, the often-performed simple one-factor-at-a-time method turns out to be the least effective approach. In contrast, the statistical Design of Experiments is a technique used with the objective to maximize the obtained information while keeping the experimental effort at a minimum. The presented work aims at giving insights on Design of Experiments applied to aeroacoustic and vibroacoustic problems while comparing different experimental designs and approximation models. For this purpose, an experimental rig of a ducted low-pressure fan is developed that allows gathering data of both, aerodynamic and aeroacoustic nature while analysing three independent process parameters. The experimental designs used to sample the design space are a Central Composite design and a Box-Behnken design, both used to model a response surface regression, and Latin Hypercube sampling to model an Artificial Neural network. The results indicate that Latin Hypercube sampling extracts information that is more diverse and, in combination with an Artificial Neural network, outperforms the quadratic response surface regressions. It is shown that the Latin Hypercube sampling, initially developed for computer-aided experiments, can also be used as an experimental design. To further increase the benefit of the presented approach, spectral information of every experimental test point is extracted and Artificial Neural networks are chosen for modelling the spectral information since they show to be the most universal approximators.

요인 실험분석에 의한 SB 라텍스 개질 콘크리트의 강도예측 (Strength Estimation of Stylene-Butadien Latex Modified Concrete by Factorial Experimental Design)

  • 윤경구;이주형;홍창우
    • 산업기술연구
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    • 제21권B호
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    • pp.307-315
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    • 2001
  • The purpose of this study was to provide the evaluation and prediction of strengths of SB latex modified concrete(LMC) using a statistical method and factorial experimental design method. The main experimental variables were as follows ; W/C ( 4 levels ; 31, 33, 35, 42%), S/a( 2 levels ; 55, 58%) and L/C(2 levels ; 5, 15%). The compressive strength and flexural strength of LMC were selected as a factor of response. The statistical method was carried out to analyze the results, together with factorial experimental design method and response surface method. The analysis showed that if L/C had been 15%, W/C appeared to be around 33% to achieve the design strength of $350kgf/cm^2$. In this case, the flexural strength and the slump came to around $68kgf/cm^2$ and 18cm, respectively. Eventhough the L/C varied, the design strength and W/C could be predictable together with slump value and flexural strength. As a result of series of experiments in this study, W/C and L/C were proved to be the main factors influencing on the compressive and flexural strength of LMC. Both of strength and slump values could be predictable from the mixing proportion of LMC.

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Effects of Differences in Electronic Course Design on University Students' Programming Skills

  • Al-Zahrani, Majed bin Maili bin Mohammad
    • International Journal of Computer Science & Network Security
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    • 제22권1호
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    • pp.21-26
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    • 2022
  • This study touched on the effect of the different electronic course designs on the programming skills of university students. The researcher used the experimental research design of a quasi-experimental of two experimental groups to achieve the objectives of the study. The first group underwent an electronic course designed in the holistic pattern, and the second group was taught a course in a sequential pattern. This experimental design was intended to measure the impact of these two learning modes on the learners' cognitive and performance achievement of programming skills. An achievement test and observational form were the data collection tools. Data were analyzed statistically using Pearson correlation, Mann Whitney Test, and Alpha Cronbach. The findings revealed statistically- significant differences between the mean scores of the students of the first and second experimental groups in favor of the former concerning the observational form and the latter in the cognitive test. Based on the findings, some recommendations are suggested. Due to their effectiveness in the educational process, expanding using the e-courses at universities is vital. The university teachers are highly recommended to design e-courses and provide technical and material support to the e-courses user to fulfill their design purpose.