• Title/Summary/Keyword: fractional factorial

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Testing on the Existence of Interaction Effects in $3^t$ Resolution IV Factorial Experiments (Resolution IV $3^t$요인실험법에서 교호작용 효과의 존재에 대한 검정 방법 연구)

  • 김상익
    • Journal of Korean Society for Quality Management
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    • v.28 no.3
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    • pp.59-67
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    • 2000
  • In analysis of resolution IV fractional factorial experiments, the main effects only are analyzed, even though we can get some useful information on the confounded 2-factor interactions. In this paper, we introduce an exploiting method of the confounded structure of interactions, especially for the near minimal resolution IV 3$^{t}$ fractional factorial designs developed by Anderson and Thomas (1979). Moreover, in this paper the application way of the proposed method is also discussed by analyzing some simulated data.

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Noise Reduction of Muffler by Optimal Design

  • Oh, Jae-Eung;Cha, Kyung-Joon
    • Journal of Mechanical Science and Technology
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    • v.14 no.9
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    • pp.947-955
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    • 2000
  • This paper proposes an optimal design scheme to improve the muffler's capacity of noise reduction of the exhaust system by combining the Taguchi method and a fractional factorial design. As a measuring tool for the performance of a muffler, the performance prediction software which is developed by Oh, Lee and Lee (1996) is used. In the first stage of a design, the length and radius of each component of the current muffler system are selected as control factors. Then, the $L_{18}$ table of orthogonal arrays is adopted to extract the effective main factors. In the second stage, the fractional factorial design is adopted to take interactions into consideration, which the $L_{18}$ table of orthogonal arrays can not consider. For an optimal design, the $L_{27}$ table of orthogonal arrays with main and interaction effects is proposed and the noise factors such as temperature, background noise and humidity are analyzed for more efficient design simultaneously.

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A New Approach for Selecting Fractional Factorial Designs

  • Park, Dong-Kwon;Kim, Hyoung-Soon
    • Journal of the Korean Data and Information Science Society
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    • v.14 no.3
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    • pp.707-714
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    • 2003
  • Because of complex aliasing, nonregular designs have traditionally been used for screening only main effects. However, complex aliasing actually may allow some interactions entertained and estimated without making additional runs. According to hierarchical principle, the minimum aberration has been used as an important criterion for selecting regular fractional factorial designs. The criterion is not applicable to nonregular designs. In this paper, we give a criterion for choosing fractional factorial designs based on the fan theory. The criterion is focused on the partial ordering given by set inclusion on estimable sets which is called leaves.

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Design of Muffler using Taguchi Method and Experimental Design (다구찌 방법과 실험계획법을 이용한 소음기의 설계 방법)

  • 오재응;차경준;이규태;진정언
    • Transactions of the Korean Society of Automotive Engineers
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    • v.7 no.5
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    • pp.121-129
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    • 1999
  • Recently, the regulations from the govemment and the concems of the people give rise to the interest in exhaust noise of passenger car as much as other vehicles. The exact analysis of various mufflers is needed to reduce the level of exhaust noise. In this paper, we propose a design to improve the mufflers capacity by reducing noise of exhaust system combining Taguchi method and fractional factorial design. In order to measure the performance of a muffler, the performance prediction software which is developed by the Dept. of Automotive Engineering at Hanyang University is used. From the current muffler system we select control factors such as lenght and radius of each component that are thought to be effective on capacity of muffler. Factors are arranged using L18, L27 table of orthogonal array and the fractional factorial design for analysis. We find some significant interaction effects using 1/3 fractional factorial design and accomplish the reduction of noise from the muffler.

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RESIDUALS IN MINIMAL RESOLUTION IV DESIGNS

  • Liau, Pen-Hwang
    • Journal of the Korean Statistical Society
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    • v.32 no.3
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    • pp.235-244
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    • 2003
  • In unreplicated factorial or fractional factorial experiments, the presence of one or more outliers can seriously affect the analysis of variance. Using the normal plot of t residuals to identify outliers in factorial or fractional factorial is an easy method to find these dubious points. In some cases, the t residuals form the identical pairs. One can not tell from the plot which is doubtful. This phenomenon occurs for all minimal designs of resolution IV, which fits the model containing all main effects and some two-factor interactions, whether it is orthogonal or not. In these kinds of models, when we drop one point or two points (not foldover pair) from the fraction, the phenomenon of identical pairs of t residuals may still occur. In this paper, the theoretical background of the phenomenon and its sequences will be investigated in detail.

A Study on the Construction and Analysis of Fractional Designs by Using Arrays for Factorial Experiments (배열을 이용한 효과적인 일부실시법의 설계 및 분석방법에 관한 연구)

  • Kim, Sang-Ik
    • Journal of Korean Society for Quality Management
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    • v.40 no.1
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    • pp.15-24
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    • 2012
  • For the construction of fractional factorial designs, the various arrays can be widely used. In this paper we review the statistical properties of fractional designs constructed by two arrays such as orthogonal array and partially balanced array, and develop a quick and easy method for analyzing unreplicated saturated designs. The proposed method can be characterized that we control the error rate by experiment-wise way and exploit the multivariate Student $t$-distribution. Especially the proposed method can be used efficiently together with some exploratory analysis methods, such as half normal probability plot method.

Study on the Optimality of 2-level Resolution V Minimal Fractional Factorial Designs (2-수준계 Resolution V 최소 부분실험법의 최적성에 관한 연구)

  • Kim Sang Ik
    • Journal of Korean Society for Quality Management
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    • v.32 no.3
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    • pp.234-243
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    • 2004
  • In this paper, we study the optimality of 2-level resolution V minimal fractional factorial designs which can be constructed by using a partially balanced array. Moreover the relative efficiencies of such designs are compared in the sense of three optimality criteria such as determinant(D)-optimality, trace(A)-optimality, and eigenvalue(E) -optimality criterion.

Minimum Aberration $3^{n-k}$ Designs

  • Park, Dong-Kwon
    • Journal of the Korean Statistical Society
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    • v.25 no.2
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    • pp.277-288
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    • 1996
  • The minimum aberration criterion is commonly used for selecting good fractional factorial designs. In this paper we give same necessary conditions for $3^{n-k}$ fractional factorial designs. We obtain minimum aberration $3^{n-k}$ designs for k = 2 and any n. For k > 2, minimum aberration designs have not found yet. As an alternative, we select a design with minimum aberration among minimum-variance designs.

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Optimization of Beverage Preparation from Schizandra chinensis Baillon by Response Surface Methodlogy (반응표면 방법에 의한 오미자 음료 제조의 최적화)

  • Kang, Kyoo-Chan;Park, Jae-Han;Baek, Sang-Bong;Jhin, Hong-Seung;Rhee, Kyu-Soon
    • Korean Journal of Food Science and Technology
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    • v.24 no.1
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    • pp.74-81
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    • 1992
  • To develop the beverage from Schizandra chinensis Baillon, extraction condition was optimized, using the fractional factorial design with 3 variables and 3 levels, by a RSM computer program. The optimum extraction time, extraction temperature and alcohol concentration levels were 3 hrs, $80{\sim}85^{\circ}C$ and 0%(water) for a desired yield, color and non-volatile organic acid. And to obtain the optimum recipe, amounts of extract, sugar and citric acid were optimized, using the fractional factorial design with 3 variables and 3 levels, by a RSM program. The optimum extract, sugar and citric acid levels were 4%, 9.6%n and 0.06%, respectively, for a disired flavor and overall acceptance.

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Design of Fractional Factorial Experiments with Four-Level Quantitative and Two-Level Factors (4-수준 계량인자가 포함된 2-수준 일부실시 실험계획)

  • Choi, Kiew-Phil;Byun, Jai-Hyun
    • Journal of Korean Institute of Industrial Engineers
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    • v.27 no.4
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    • pp.352-365
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    • 2001
  • Two-level factorial designs are popular in industry due to their simplicity, efficiency, graphical interpretation, and flexibility in sequential experimentation. However, experimenters are often frustrated when they have factors with more than two levels. There have been some works on design of experiments with two- and four-level factors, which mostly deal with qualitative four-level factors. This paper discusses differences between qualitative and quantitative four-level factors. Optimal designs are provided for some designs with four-level quantitative and two-level factors.

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