• 제목/요약/키워드: statistical experiment design

검색결과 309건 처리시간 0.026초

On a Balanced Classification Rule

  • Kim, Hea-Jung
    • Journal of the Korean Statistical Society
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    • 제24권2호
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    • pp.453-470
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    • 1995
  • We describe a constrained optimal classification rule for the case when the prior probability of an observation belonging to one of the two populations is unknown. This is done by suggesting a balanced design for the classification experiment and constructing the optimal rule under the balanced design condition. The rule si characterized by a constrained minimization of total risk of misclassification; the constraint of the rule is constructed by the process of equation between Kullback-Leibler's directed divergence measures obtained from the two population conditional densities. The efficacy of the suggested rule is examined through two-group normal classification. This indicates that, in case little is known about the relative population sizes, dramatic gains in accuracy of classification result can be achieved.

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Process Optimization for Flexible Printed Circuit Board Assembly Manufacturing

  • Hong, Sang-Jeen;Kim, Hee-Yeon;Han, Seung-Soo
    • Transactions on Electrical and Electronic Materials
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    • 제13권3호
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    • pp.129-135
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    • 2012
  • A number of surface mount technology (SMT) process variables including land design are considered for minimizing tombstone defect in flexible printed circuit assembly in high volume manufacturing. As SMT chip components have been reduced over the past years with their weights in milligrams, the torque that once helped self-centering of chips, gears to tombstone defects. In this paper, we have investigated the correlation of the assembly process variables with respect to the tombstone defect by employing statistically designed experiment. After the statistical analysis is performed, we have setup hypotheses for the root causes of tombstone defect and derived main effects and interactions of the process parameters affecting the hypothesis. Based on the designed experiments, statistical analysis was performed to investigate significant process variable for the purpose of process control in flexible printed circuit manufacturing area. Finally, we provide beneficial suggestions for find-pitch PCB design, screen printing process, chip-mounting process, and reflow process to minimize the tombstone defects.

대칭 균형된 불완비 블록계획을 이용한 완전이면교배 실험 (Complete diallel cross experiment for Symmetric BIB designs)

  • 배종성;김공순
    • 응용통계연구
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    • 제12권1호
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    • pp.253-260
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    • 1999
  • 이어진 블록계획 중에서 대칭 균형된 불완비 블록계획(Symmetrical Balanced Incomplete Block Design : SBIBD)을 이용하여 n-ary를 블록 완전이면교배(Complete Diallel Cross : CDC)계획을 설계하였다. 처리 수와 반복 수가 고정된 경우, 이렇게 설계된 계획이 균형된 불완비 블록계획을 이용해서 설계한 계획들 중에서 가장 효율이 높은 계획임을 보인다.

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통계적 품질관리와 ISO 9000 시리즈와의 연결시스템 개발 (Developing the Linkage System Between Statistical Quality Control and ISO 9000 Series)

  • 김형준;오성균
    • 한국컴퓨터정보학회논문지
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    • 제3권4호
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    • pp.174-192
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    • 1998
  • 오늘날의 품질보증체제 하에서는 SQC와 동시에 ISO 9000 시리즈를 활용할 수 있는 컴퓨터 시스템이 절실히 요구되고 있다. 이는 SQC가 전문적인 통계적 지식을 필요로 하고 있기 때문에 사용상 매우 불편하여 실무단계에서 적용하기에는 한계점이 있다. 따라서 본 연구에서는 SQC와 ISO 9000 시리즈를 동시에 관리할 수 있으면서 또한 전문적인 통계적 지식이 없는 경우에도 이용할 수 있는 소프트웨어를 개발하고자 한다. 이를 위해 연구내용을 크게 ISO 9000 시스템과 SQC 시스템으로 나누되, ISO 시스템의 내용은 기본 시스템의 설계, 검사 및 시험, 부적합품 추적, 불량분석 등이며, SQC 시스템의 경우 품질관리에서 공통으로 많이 사용되는 관리도, 추.검정, 실험계획법으로 제한하였다. 본 연구의 기대효과는품질경영체제의 확립, 품질의식의 변화, 대 고객만족과 신뢰도 향상 등이며, 특히 제조업 중심의 중소기업에 유용하게 사용될 것이라고 기대된다.

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구리 CMP 공정변수 최적화를 위한 실험계획법(DOE) 연구 (A Study on DOE Method to Optimize the Process Parameters for Cu CMP)

  • 최민호;김남훈;김상용;장의구
    • 한국전기전자재료학회논문지
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    • 제18권1호
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    • pp.24-29
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    • 2005
  • Chemical mechanical polishing (CMP) has been widely accepted for the global planarization of multi-layer structures in semiconductor manufacturing. Copper has been the candidate metallization material for ultra-large scale integrated circuits (ULSIs), owing to its excellent electro-migration resistance and low electrical resistance. However, it still has various problems in copper CMP process. Thus, it is important to understand the effect of the process variables such as turntable speed, head speed, down force and back pressure are very important parameters that must be carefully formulated in order to achieve desired the removal rates and non-uniformity. Using a design of experiment (DOE) approach, this study was performed investigating the main effect of the variables and the interaction between the various parameters during CMP. A better understanding of the interaction behavior between the various parameters and the effect on removal rate, non-uniformity and ETC (edge to center) is achieved by using the statistical analysis techniques. In the experimental tests, the optimum parameters which were derived from the statistical analysis could be found for higher removal rate and lower non-uniformity through the above DOE results.

공변량을 고려한 2×2 교차설계법에 평균 생물학적 동등성 평가 (Assessing Average Bioequivalence for 2×2 Crossover Design with Covariates)

  • 정규진;박상규;김관엽
    • 응용통계연구
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    • 제24권1호
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    • pp.161-167
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    • 2011
  • 소수의 피험자로 이루어지는 생물학적 동등성 시험에서 제제의 특성으로 인해 측정된 생체이용률이 크게 영향을 받는 경우 교차설계법을 사용하더라도 적절한 통제가 어려워지는 경우가 많다. 이 때 적절한 공변량을 통해 이러한 영향력을 통제할 수 있다면 공변량을 고려한 교차설계법 모형이 고려될 필요가 있다. 본 연구논문에서는 공변량을 갖는 $2{\times}2$ 교차설계법을 고려하고 제제간의 생물학적 동등성 평가를 위한 통계적 추론을 제안한다. 제안된 방법은 실제 사례를 통해 논의한다.

인테리어 내장재의 고급감에 관한 시각 및 촉각변수의 수량화 모형 개발 (Development of Quantification Models on Visual and Tactile Design Characteristics for the Luxuriousness of Interior Covering Materials)

  • 반상우;윤명환
    • 대한산업공학회지
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    • 제33권4호
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    • pp.393-401
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    • 2007
  • Affective aspects of design attributes such as color, Pattern, and texture are important to the overall impression and the success of interior products. Among all the interior materials, wallpapers and flooring materials take up largest construction area and they are main components in creating affective impression for customers. This study aims to investigate the relationship between luxuriousness and related affective variables and design elements of wallpapers and flooring materials. The approach consists of 3 steps: (1) selecting related affective features and product design attributes through a literature survey, opinion of expert panel, and focus group interview, (2) conducting evaluation experiments, and (3) developing Kansei models using multivariate statistical analysis and analyzing critical attributes. Evaluation experiment was conducted using a questionnaire made up of 7-point scale and 100-point scale and 30 housewives and 20 interior designers participated in the evaluation experiment. The result of evaluation was analyzed through principal component regression and quantification I analysis. As a result of analyzing the survey data, the relationship between luxuriousness and related affective features and product design attributes was identified, moreover a optimal combination of the design component was identified. Consequently, it is expected that the results of the study would be a basis of the concept of emotion-based design by giving insights about how customers perceive the luxuriousness and suggesting the optimal combination, and providing specific quantitative design guidelines.

통계적 실험 계획법을 이용한 광학 부품의 위치 정밀도 허용오차 설계 (Tolerance Design of Position Accuracy of Optical components by Statistical Design of Experiment)

  • 황병철;박헌용;이재영;이승걸;오범환;이일항;박세근;최두선
    • 한국광학회:학술대회논문집
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    • 한국광학회 2003년도 제14회 정기총회 및 03년 동계학술발표회
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    • pp.308-309
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    • 2003
  • 최근 광통신의 발전은 광 통신 소자의 제작시 집적화, 소형화, 경량화 그리고 저가격화를 원하게 되었다. 이러한 문제점을 해결하기 위해, 기판 위에 광소자를 집적하는 미세 광학 벤치 (Micro Optical Bench)에 대한 많은 연구가 진행되고 있는 중이다. MEMS(Micro Electro Mechanical System) 공정기술인 벌크(bulk) 마이크로 머시닝 기술을 이용함으로서 하나의 기판 위에 광소자들을 조립하는 미세 광학 벤치를 구현 할 수 있다. (중략)

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QUALITY IMPROVEMENT OF VEHICLE DRIFT USING STATISTICAL SIX SIGMA TOOLS

  • PARK T. W.;SOHN H. S.
    • International Journal of Automotive Technology
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    • 제6권6호
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    • pp.625-633
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    • 2005
  • Vehicle drift was reduced using statistical six sigma tools. The study was performed through four steps: M (measure), A (analyze), I (improve), and C (control). Step M measured the main factors which were derived from a fishbone diagram. The measurement system capabilities were analyzed and improved before measurement. Step A analyzed critical problems by examining the process capability and control chart derived from the measured values. Step I analyzed the influence of the main factors on vehicle drift using DOE (design of experiment) to derive the CTQ (critical to quality). The tire conicity and toe angle difference proved to be CTQ. This information enabled the manufacturing process related with the CTQ to be improved. The respective toe angle tolerance for the adjustment process was obtained using the Monte Carlo simulation. Step C verified and controlled the improved results through hypothesis testing and Monte Carlo simulation.