• Title/Summary/Keyword: quality control chart

검색결과 260건 처리시간 0.026초

VSI 런-규칙 관리도의 경제적-통계적 설계 (Economic-Statistical Design of VSI Run Rules Charts)

  • 강분규;임태진
    • 품질경영학회지
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    • 제38권2호
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    • pp.190-201
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    • 2010
  • This research proposes a method for designing VSI (Variable Sampling Interval) control charts with supplementary run rules. The basic idea is to apply various run rules and the VSI scheme to a control chart in order to increase the sensitivity. The sampling process of the VSI run rules chart is constructed by Markov chain approach. A procedure for designing the VSI run rules chart is proposed based on Lorenzen and Vance's model. Sensitivity study shows that the VSI run rules charts outperform the FSI (Fixed Sampling Interval) run rules charts for wide range of process mean shifts. A major advantage of the VSI run rules chart over other charts such as CUSUM, EWMA, and adaptive charts is it's simplicity in implementation. Some useful guidelines are proposed based on the sensitivity study.

시공간 탐지 정확성을 고려한 다변량 누적합 관리도의 비교 (Comparison of Multivariate CUSUM Charts Based on Identification Accuracy for Spatio-temporal Surveillance)

  • 이미림
    • 품질경영학회지
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    • 제43권4호
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    • pp.521-532
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    • 2015
  • Purpose: The purpose of this study is to compare two multivariate cumulative sum (MCUSUM) charts designed for spatio-temporal surveillance in terms of not only temporal detection performance but also spatial detection performance. Method: Experiments under various configurations are designed and performed to test two CUSUM charts, namely SMCUSUM and RMCUSUM. In addition to average run length(ARL), two measures of spatial identification accuracy are reported and compared. Results: The RMCUSUM chart provides higher level of spatial identification accuracy while two charts show comparable performance in terms of ARL. Conclusion: The RMCUSUM chart has more flexibility, robustness, and spatial identification accuracy when compared to those of the SMCUSUM chart. We recommend to use the RMCUSUM chart if control limit calibration is not an urgent task.

Pre-Control의 수행도에 관한 소고 (A Note on the Performance of Pre-Control)

  • 서순근
    • 품질경영학회지
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    • 제44권3호
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    • pp.587-600
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    • 2016
  • Purpose: This paper evaluates the performance of the pre-control(PC), an alternative to statistical process control techniques and compares with a control chart considering the tolerance of process. Methods: The previous studies for PC have drawbacks that PC with two linked stages, qualification and running, are discussed separately and independently. Hence this paper analyzes the performance of PC by integrating two stages. Results: Average outgoing quality limits to grasp the outcome of PC are provided by computational results for two process capability indexes, $C_p$ and $C_{pk}$ and the usefulness of PC from comparative experiments with modified control charts is commented. Conclusion: Helpful guidelines for quality managers to apply PC in practice and areas of process for PC to be more benefit are presented.

An Analysis of the Control Limit in p-chart Applying Binomial Distribution Using Commercial Software

  • Yoo Wang-Jin;Park Won-Joo
    • 한국품질경영학회:학술대회논문집
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    • 한국품질경영학회 1998년도 The 12th Asia Quality Management Symposium* Total Quality Management for Restoring Competitiveness
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    • pp.198-207
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    • 1998
  • The p chart approximate to the normal distribution has a difficulty to analyze the process condition precisely when the negative LCL is occurred. Furthermore, the probability of Type I error increases compared with using its original binomial distribution. For a long time the p chart has been used as approximated to the normal distribution because of its easy use. However, it becomes rapid and convenient to calculate the binomial distribution through the development of computer and software, so it is strongly suggested to use the binomial distribution determining control limits to reduce the probability of Type I error. In this study, I suggest that the control limits can be designed in use of binomial distribution and they can be utilized without special software by illustrating the certain work for establishing p-chart with the commercial one(EXCEL).

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자기상관을 갖는 공정의 로버스트 누적합관리도 (Robust CUSUM chart for Autocorrelated Process)

  • 이정형;전태윤;조신섭
    • 품질경영학회지
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    • 제27권4호
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    • pp.123-142
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    • 1999
  • Conventional SPC assumes that observations are independent. Often in industrial practice, however, observations are not independent. A common approach to building control charts for autocorrelated data is to apply conventional SPC to the residuals from a time series model of the process or is to apply conventional SPC to the weighted or unweighted subgroup means. In this paper, we propose a robust CUSUM control scheme for the detection of level change, without model identification or subgrouping of autocorrelated data. The proposed CUSUM chart and other conventional control charts are compared by a Monte Carlo simulation. It is shown that the proposed CUSUM chart is more effective than conventional CUSUM chart when the process is autocorrelated.

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성능변수와 대용변수를 이용한 3단계 $\bar{X}$ 관리도의 경제적 설계 (Economic Design of Three-Stage $\bar{X}$ Control Chart Based on both Performance and Surrogate Variables)

  • 곽신석;이주호
    • 품질경영학회지
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    • 제44권4호
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    • pp.751-770
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    • 2016
  • Purpose: Two-stage ${\bar{X}}$ chart is a useful tool for process control when a surrogate variable may be used together with a performance variable. This paper extends the two-stage ${\bar{X}}$ chart to a three stage version by decomposing the first stage into the preliminary stage and the main stage. Methods: The expected cost function is derived using Markov-chain approach. The optimal designs are found for numerical examples using a genetic algorithm combined with a pattern search algorithm and compared to those of the two-stage ${\bar{X}}$ chart. Sensitivity analysis is performed to see the parameter effects. Results: The proposed design outperforms the optimal design of the two-stage ${\bar{X}}$ chart in terms of the expected cost per unit time unless the correlation between the performance and surrogate variables is modest and the shift in process mean is smallish. Conclusion: Three-stage ${\bar{X}}$ chart may be a useful alternative to the two-stage ${\bar{X}}$ chart especially when the correlation between the performance and surrogate variables is relatively high and the shift in process mean is on the small side.

붓스트랩 $C_{pp}$ 다공정 수행분석차트 (Bootstrap $C_{pp}$ Multiple Process Performance Analysis Chart)

  • 장대흥;김대학
    • 한국품질경영학회:학술대회논문집
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    • 한국품질경영학회 2007년도 춘계학술대회
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    • pp.287-296
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    • 2007
  • Pearn et al.(2002) supposed the $C_{pp}$ multiple process performance analysis chart. This chart display multiple processes with the process variation and process departure on one single chart. But, this chart can not display the distribution of the process variation and process departure. With bootstrapping method, we can display the distribution of the process variation and process departure on the $C_{pp}$ multiple process performance analysis chart.

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단납기 생산체계의 누계치 관리도와 유동성 관리도에 관한 연구 (A Study Short Run Production Cusum Individual X Chart & Moving Range Chart)

  • 김제홍
    • 한국컴퓨터정보학회논문지
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    • 제9권4호
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    • pp.215-220
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    • 2004
  • 생산공정 관리에서 정밀도를 높이기 위한 제반 기술적 요소는 다양한 환경적 요인과 단납기에 따른 주기적 생산의 체계에 부응할 수 있는 능력에 의존한다. 공정능력에 따라 다양한 고객의 요구와 높은 품질의 유지를 위하여 여러가지의 기능과 짧아지는 조달기간에 일치 하도록 생산의 기술들을 제고하여야 한다. 이러한 공정관리 방법에서 관리의 다양한 특정적기법을 적용해야 할 뿐아니라 품질의 고급화를 위하여 특정된 기법을 조기에 찾아내 실현하여야 한다. 본 연구에서는 그러한 다양한 기법들을 현장에 제공하는 것으로 전제한다.

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Comparison of the Efficiencies of Variable Sampling Intervals Charts for Simultaneous Monitoring the means of multivariate Quality Variables

  • Chang, Duk-Joon
    • 통합자연과학논문집
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    • 제9권3호
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    • pp.215-222
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    • 2016
  • When the linear correlation of the quality variables are considerably high, multivariate control charts may be a more effective way than univariate charts which operate quality variables and process parameters individually. Performances and efficiencies of the multivariate control charts under multivariate normal process has been considered. Some numerical results are presented under small scale of the shifts in the process to see the improvement of the efficiency of EWMA chart and CUSUM chart, which use past quality information, comparing to Shewart chart, which do not use quality information. We can know that the decision of the optimum value of the smoothing constant in EWMA structure or the reference value in CUSUM structure are very important whether we adopt combine-accumulate technique or accumulate-combine technique under the given condition of process.

품질손실을 고려한 경제적 CUSUM 관리도 (A Design of Economic CUSUM Control Chart Incorporating Quality Loss Function)

  • 김정대
    • 산업경영시스템학회지
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    • 제41권4호
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    • pp.203-212
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    • 2018
  • Quality requirements of manufactured products or parts are given in the form of specification limits on the quality characteristics of individual units. If a product is to meet the customer's fitness for use criteria, it should be produced by a process which is stable or repeatable. In other words, it must be capable of operating with little variability around the target value or nominal value of the product's quality characteristic. In order to maintain and improve product quality, we need to apply statistical process control techniques such as histogram, check sheet, Pareto chart, cause and effect diagram, or control charts. Among those techniques, the most important one is control charting. The cumulative sum (CUSUM) control charts have been used in statistical process control (SPC) in industries for monitoring process shifts and supporting online measurement. The objective of this research is to apply Taguchi's quality loss function concept to cost based CUSUM control chart design. In this study, a modified quality loss function was developed to reflect quality loss situation where general quadratic loss curve is not appropriate. This research also provided a methodology for the design of CUSUM charts using Taguchi quality loss function concept based on the minimum cost per hour criterion. The new model differs from previous models in that the model assumes that quality loss is incurred even in the incontrol period. This model was compared with other cost based CUSUM models by Wu and Goel, According to numerical sensitivity analysis, the proposed model results in longer average run length in in-control period compared to the other two models.