• Title/Summary/Keyword: variable screening

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Economic Design of Screening Procedures under the Constraint on the Proportion of Conforming Items after Screening (선별후 양품의 비율에 대한 제약조건을 갖는 선별검사방식의 경제적 설계)

  • Hong, Sung-Hoon
    • Journal of Korean Institute of Industrial Engineers
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    • v.19 no.3
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    • pp.25-35
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    • 1993
  • Economic screening procedures using a correlated variable are proposed to assure that the proportion of conforming items is above a desired level after screening. It is assumed that the performance variable and the screening variable are jointly normally distributed. Two screening procedures are considered. In the first screening procedure, all of the items are inspected on the screening variable. If an item fails to meet the screening specifications, it is rejected and excluded from shipment without inspection of the performance variable. In the second screening procedure, the item which fails to meet the screening specifications is inspected on the performance variable. If the value of the performance variable is within specifications the item is accepted, and the item is rejected otherwise. Cost models are constructed which involve cast from an accepted nonconforming item, cost from a rejected item, and quality inspection cost. Methods of finding optimal cutoff value on a screening variable are presented and numerical examples are given.

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Design of Rectifying Screening Procedures Using a Surrogate Variable (대용특성을 이용한 선별형 스크리닝 절차의 설계)

  • Hong, Sung-Hoon
    • Journal of Korean Institute of Industrial Engineers
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    • v.32 no.1
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    • pp.51-60
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    • 2006
  • When the nature of measuring a performance variable is destructive or very expensive, it is attractive to use a surrogate variable which is highly correlated with the performance variable and less expensive to measure. In this paper, we propose rectifying screening procedures using the performance and surrogate variables. Two screening procedures are considered; a statistically-based screening procedure to reduce the current proportion of nonconforming items to a specified lower value after screening, and an economically-based screening procedure where the screening limit is determined so that the expected cost is minimized. It is assumed that the surrogate variable given the performance variable is normally distributed with known mean and standard deviation. For two screening procedures, methods of finding the optimal solutions are presented and numerical examples are also given.

Determination of Optimal Process Mean and Screening specification Limits for a Production Process (생산공정의 최적공정평균 및 검사기준값의 결정기법 연구)

  • Lee, Min-Koo;Choi, Yong-Sun
    • Journal of Korean Society for Quality Management
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    • v.28 no.2
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    • pp.1-16
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    • 2000
  • This paper considers the problem of determining the optimal process mean and screening specification limits of a surrogate variable associated with product quality under two-stage screening procedure. In two-stage screening, the surrogate variable is inspected first to decide whether an item should be accepted, rejected or additional observations should be taken. If additional observations are required, the performance variable of interest is then observed to classify the undecided items. Assuming that the performance variable and the surrogate variable are jointly normally distributed, the optimal process mean and the screening limits are obtained by maximizing the expected profit which includes selling price, production, reprocessing, inspection and penalty costs. A numerical example is presented and numerical studies are performed to compare the proposed two-stage screening procedure with single-stage screening procedures.

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A Case Study on Electronic Part Inspection Based on Screening Variables (전자부품 검사에서 대용특성을 이용한 사례연구)

  • 이종설;윤원영
    • Journal of Korean Society for Quality Management
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    • v.29 no.3
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    • pp.124-137
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    • 2001
  • In general, it is very efficient and effective to use screening variables that are correlated with the performance variable in case that measuring the performance variable is impossible (destructive) or expensive. The general methodology for searching surrogate variables is regression analysis. This paper considers the inspection problem in CRT (Cathode Ray Tube) production line, in which the performance variable (dependent variable) is binary type and screening variables are continuous. The general regression with dummy variable, discriminant analysis and binary logistic regression are considered. The cost model is also formulated to determine economically inspection procedure with screening variables.

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Economic Component Screening Procedures for Multi-Component Products Supplied with Warranty (조립제품을 구성하는 부품에 대한 전수검사 방식의 경제적 설계)

  • Chang, Young-Soon;Bai, Do-Sun
    • Journal of Korean Institute of Industrial Engineers
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    • v.27 no.4
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    • pp.366-373
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    • 2001
  • Economic component screening procedures for multi-component assembly products supplied with warranty are proposed. It is assumed that the screening variable is continuous and the performance variable is dichotomous. Logistic and normal models are considered; the proportion of conforming items is a logistic function of the screening variable in the logistic model and the screening variable given the performance variable is normally distributed in the normal model. Cost models are constructed which involve three cost components; screening inspection cost for each component, cost due to disposing a rejected component, and warranty cost for an assembly product. Methods of finding the optimal screening procedures are presented and numerical examples are given.

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Design of Rectifying Screening Procedures (선별형 스크리닝 절차의 설계)

  • Hong Seong-Hun;Choi Ik-Jun
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2006.05a
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    • pp.70-77
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    • 2006
  • When the nature of measuring a performance variable is destructive or very expensive, it is attractive to use a surrogate variable which is highly correlated with the performance variable and less expensive to measure. In this paper, we propose rectifying screening procedures using the performance and surrogate variables. Two screening procedures are considered; a statistically-based screening procedure to reduce the current proportion of nonconforming items to a specified lower value after screening, and a economically-based screening procedure where the screening limit is determined so that the expected cost is minimized. It is assumed that the surrogate variable given the performance variable is normally distributed with known mean and standard deviation. For two screening procedures, methods of finding the optimal solutions are presented and numerical examples are also given.

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Design of Screening Procedures Using a Surrogate Variable with Specified Producer's and Consumer's Risks (대용특성을 활용한 규준형 스크리닝 절차의 설계)

  • Hong, Sung-Hoon;Jung, Min-Young
    • Proceedings of the Korean Society for Quality Management Conference
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    • 2009.10a
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    • pp.3-10
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    • 2009
  • When the measurement method for a performance variable is destructive or expensive, it is profitable to replace the performance variable with a highly correlated surrogate variable. In this paper we propose screening procedures using a surrogate variable with specified producer's and consumer's risks. Blending the basic concepts of acceptance sampling plans and screening procedures, the proposed model can be used effectively by quality professionals. Two models are considered: the normal model with dichotomous performance and continuous surrogate variables, and the bivariate normal model with continuous performance and surrogate variables. It is assumed the surrogate variable given the performance variable is normally distributed in the normal model, and performance and surrogate variables are jointly normally distributed in the bivariate normal model. For the two models, Producer's and consumer's risks are derived, and methods of finding the optimal screening procedures are presented. Numerical examples are also given.

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Design of Screening Procedures Using a Surrogate Variable with Specified Producer's and Consumer's Risks (대용특성을 활용한 규준형 스크리닝 절차의 설계)

  • Hong, Sung-Hoon;Jung, Min-Young
    • Journal of Korean Society for Quality Management
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    • v.37 no.4
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    • pp.23-30
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    • 2009
  • When the measurement method for a performance variable is destructive or expensive, it is profitable to replace the performance variable with a highly correlated surrogate variable. In this paper we propose screening procedures using a surrogate variable with specified producer's and consumer's risks. Blending the basic concepts of acceptance sampling plans and screening procedures, the proposed model can be used effectively by quality professionals. Two models are considered: the normal model with dichotomous performance and continuous surrogate variables, and the bivariate normal model with continuous performance and surrogate variables. It is assumed the surrogate variable given the performance variable is normally distributed in the normal model, and performance and surrogate variables are jointly normally distributed in the bivariate normal model. For the two models, producer's and consumer's risks are derived, and methods of finding the optimal screening procedures are presented. Numerical examples are also given.

An Economic Two-Sided Screening Procedure Using a Correlated Variable with Multi-Decision Alternatives (다 결정 대안을 갖는 대용특성을 이용한 경제적 양측 선별검사방식)

  • Hong, Sung-Hoon
    • Journal of Korean Institute of Industrial Engineers
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    • v.21 no.3
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    • pp.387-396
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    • 1995
  • For situations where there are several markets with different profit/cost structures, an economic two-sided screening procedure using a correlated variable is developed. It is assumed that the performance variable and the screening variable are jointly normally distributed. A profit model is constructed which involves selling price, cost incurred by imperfect quality, and screening inspection cost. Methods of finding the optimal screening procedure are presented and numerical examples are given.

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A Process Control Procedure Based on the Correlated Variable (상관변수에 의한 공정관리 절차)

  • Kwon, Hyuck-Moo
    • Journal of Korean Institute of Industrial Engineers
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    • v.27 no.2
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    • pp.135-139
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    • 2001
  • A process control procedure is suggested when screening inspection is performed with a surrogate variable correlated with the performance variable. Assuming bivariate normal distribution for the performance and screening variable, the procedure is designed on the basis of the time required for detecting process shift.

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