• 제목/요약/키워드: ${\bar{X}}$ 관리도

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변량추출비 ${\bar{X}}$ 관리도의 통계적 효율 비교

  • 이재헌;박창순;전성호
    • 한국통계학회:학술대회논문집
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    • 한국통계학회 2002년도 추계 학술발표회 논문집
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    • pp.135-140
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    • 2002
  • 변량추출비 관리도는 현재의 관측값에 기초하여 다음 시점의 표본크기와 표본추출간격을 변화시키면서 공정의 변화를 탐지하는 관리도 절차이다. 만일 공정에서 추출한 현재의 관측값을 살펴볼 때 공정변화의 징후가 있는 경우에는 다음 시점의 표본추출비를 증가시켜, 즉 표본크기를 크게 하고 표본추출간격을 작게 하여 예상되는 공정변화를 더 빠르고 정확하게 탐지함으로보다 효율적인 공정관리를 수행하는 것이다. 본 연구는 변량추출비 ${\bar{X}}$ 관리도에서 사용하는 표본크기와 표본추출간격의 수를 달리하며 각각의 경우에 대한 통계적 효율을 계산하고 이를 비교하고자 한다.

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두 개의 이상원인을 고려한 VSSI$\bar{X}$ 관리도의 경제적-통계적 설계 (Economic-Statistical Design of VSSI$\bar{X}$ Control Charts Considering Two Assignable Causes)

  • 이호중;임태진
    • 대한산업공학회지
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    • 제31권1호
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    • pp.87-98
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    • 2005
  • This research investigates economic-statistical characteristics of variable sampling size and interval (VSSI)$\bar{X}$charts under two assignable causes. A Markov chain approach is employed in order to calculate average run length (ARL) and average time to signal (ATS). Six transient states are derived by carefully defining the state. A steady state cost rate function is constructed based on Lorenzen and Vance(1986) model. The cost rate function is optimized with respect to six design parameters for designing the VSSI $\bar{X}$ charts. Computational experiments show that the VSSI $\bar{X}$ chart is superior to the Shewhart $\bar{X}$ chart in the economic-statistical sense, even under two assignable causes. A comparative study shows that the cost rate may increase up to almost 30% by overlooking the second cause. Critical input parameters are also derived from a sensitivity study and a few guideline graphs are provided for determining the design parameters.

두 가지 복합 이상원인 영향이 있는 공정에 대한 VSS$\bar{x}$관리도의 경제적 설계 (The Economic Design of VSS $\bar{x}$ Control Chart for Compounding Effect of Double Assignable Causes)

  • 심성보;강창욱;강해운
    • 산업경영시스템학회지
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    • 제27권2호
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    • pp.114-122
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    • 2004
  • In statistical process control applications, variable sample size (VSS) $\bar{X}$ chart is often used to detect the assignable cause quickly. However, it is usually assumed that only one assignable cause results in the out-of-control in the process. In this paper, we propose the algorithm to minimize the function of cost per unit time and compare the economic design and the statistical design by use of the value of cost per unit time. We consider double assignable causes to occur with compound in the process and adopt the Markov chain approach to investigate the statistical properties of VSS $\bar{X}$ chart. A procedure that can calculate the control chart's parameters is proposed by the economic design.

오염된 공정을 위한 로버스트 관리도의 설계 (The Design of Robust Control Chart for A Contaminated Process)

  • 김용준;김동혁;정영배
    • 품질경영학회지
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    • 제40권3호
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    • pp.327-336
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    • 2012
  • Purpose: In this study, we research the hurdle rate method to suggest the robust control chart for a contaminated process less vulnerable to fault values than existing control charts. Methods: We produce the results of p, ARL values to compare the performance of two control charts, $\bar{x}-s$ that has been used typically and TM-TS that is suggested by this paper. We implement the simulation focusing on three cases, change of deviation, mean and both of them. Results: We draw a conclusion that the TM-TS control chart has better efficiency than $\bar{x}-s$ control chart over the three cases. Conclusion: We insist that applying TM-TS control chart for a polluted process is more effective than $\bar{x}-s$ control chart.

규칙을 가진 $\bar{X}$ 관리도에 관한 통람 ($\bar{X}$ Control Chart with Runs Rules: A Review)

  • 박진영;서순근
    • 품질경영학회지
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    • 제40권2호
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    • pp.176-185
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    • 2012
  • After a work of Derman and Ross(1997) that considered simple main runs rules and derived ARL (Average Run Length) using Markov chain modeling, $\bar{X}$ control chart based on diverse alternative main and supplementary runs rules that is the most popular control chart for monitoring the mean of a process are proposed. This paper reviews and discusses the-state-of-art researches for these runs rules and classifies according to several properties of runs rules. ARL derivation for a proposed runs rule is also illustrated.

미세변동공정관리를 위한 가속수명시험관리도 설계 (Design of ALT Control Chart for Small Process Variation)

  • 김종걸;엄상준
    • 대한안전경영과학회지
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    • 제14권3호
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    • pp.167-174
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    • 2012
  • In the manufacturing process the most widely used $\bar{X}$ chart has been applied to control the process mean. Also, Accelerated Life Test(ALT) is commonly used for efficient assurance of product life in development phases, which can be applied in production reliability acceptance test. When life data has lognormal distribution, through censored ALT design so that censored ALT data has asymptotic normal distribution, $ALT\bar{X}$ control chart integrating $\bar{X}$ chart and ALT procedure could be applied to control the mean of process in the manufacturing process. In the situation that process variation is controlled, $Z_p$ control chart is an effective method for the very small fraction nonconforming of quality characteristic. A simultaneous control scheme with $ALT\bar{X}$ control chart and $Z_p$ control chart is designed for the very small fraction nonconforming of product lifetime.

로버스트 추정에 근거한 수정된 ${\bar{x}}$-s 관리도의 설계 (Design of Modified ${\bar{x}}$-s Control Chart based on Robust Estimation)

  • 정영배;김연수
    • 산업경영시스템학회지
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    • 제38권1호
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    • pp.15-20
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    • 2015
  • Control charts are generally used for process control, but the role of traditional control charts have been limited in case of a non-contaminated process. Traditional ${\bar{x}}$-s control chart has not been activated well for such a problem because of trying to control processes as center line and control limits changed by the contaminated value. This paper suggests modified ${\bar{x}}$-s control chart based on robust estimation. In this paper, we consider the trimmed mean of the sample means and the trimmed mean of the sample standard deviations. By comparing with ARL value, the responding results are decided. The comparison resultant results of traditional control chart and modified control chart are contrasted.

와이블 고장모형 하에서 경고한계를 고려한 $\bar{X}$ 관리도의 경제적 설계 (Economic Design of $\bar{X}$-Control Charts with Warning Limits under Weibull Failure Model)

  • 정동욱;이주호
    • 품질경영학회지
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    • 제40권2호
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    • pp.186-198
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    • 2012
  • Since Duncan(1956) first proposed an economic design of $\bar{X}$-control charts, most of the succeeding works on economic design of control charts assumed the exponential failure model like Duncan. Hu(1984), however, assumed a more versatile Weibull failure model to develop an economic design of $\bar{X}$-control charts and Banerjee and Rahim(1988) further improved Hu's design by changing the assumption of fixed-length sampling intervals to variable-length ones. In this article we follow the approach of Banerjee and Rahim(1988) but include a pair of warning limits inside the control limits in order to search for a failure without stopping the process when the sample mean falls between warning and control limits. The computational results indicate that the proposed model gives a lower cost than Banerjee and Rahim's model unless the early failure probability of a Weibull distribution is relatively large. The reduction in cost is shown to become larger as the cost of production loss outweighs the cost of searches for a failure.

공정개선 의사결정을 위한 VSI $\bar X$ 관리도의 경제적 설계 (Economic Design of VSI $\bar X$ Control Chart for Decision to Improve Process)

  • 송서일;김재호;정혜진
    • 품질경영학회지
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    • 제35권2호
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    • pp.37-44
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    • 2007
  • Today, the statistical process control (SPC) in manufacture environment is an important role at the process by the productivity improvement of the manufacturing systems. The control chart in this statistical method is widely used as an important statistical tool to find the assignable cause that provoke the change of the process parameters such as the mean of interest or standard deviation. But the traditional SPC don't grasp the change of process according to the points fallen the near control limits because of monitoring the variance of process such as the fixed sampling interval and the sample size and handle the cost of the aspect of these sample point. The control chart can be divided into the statistical and economic design. Generally, the economic design considers the cost that maintains the quality level of process. But it is necessary to consider the cost of the process improvement by the learning effects. This study does the economic design in the VSI $\bar X$ control chart and added the concept of loss function of Taguchi in the cost model. Also, we preyed that the VSI $\bar X$ control chart is better than the FSI $\bar X$ in terms of the economic aspects and proposed the standard of the process improvement using the VSI $\bar X$ control chart.

대용변수를 이용한 가변형 부분군 채취 간격 X 관리도의 경제적 설계 (Economic Design of Variable Sampling Interval X Control Chart Using a Surrogate Variable)

  • 이태훈;이주호;이민구
    • 대한산업공학회지
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    • 제39권5호
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    • pp.422-428
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    • 2013
  • In many cases, an $\bar{X}$ control chart which is based on the performance variable is used in industrial fields. However, if the performance variable is too costly or impossible to measure and a less expensive surrogate variable is available, the process may be more efficiently controlled using surrogate variables. In this paper, we propose a model for the economic design of a VSI (Variable Sampling Interval) $\bar{X}$ control chart using a surrogate variable that is linearly correlated with the performance variable. The total average profit model is constructed, which involves the profit per cycle time, the cost of sampling and testing, the cost of detecting and eliminating an assignable cause, and the cost associated with production during out-of-control state. The VSI $\bar{X}$ control charts using surrogate variables are expected to be superior to the Shewhart FSI (Fixed Sampling Interval) $\bar{X}$ control charts using surrogate variables with respect to the expected profit per unit cycle time from economic viewpoint.