• 제목/요약/키워드: process capability indices

검색결과 90건 처리시간 0.035초

PL시대에 있어서 품질보증을 위한 공정관리기법 (Process Control Techniques for Quality Assurance in the Product Liability Age)

  • 정영배;김연수
    • 산업경영시스템학회지
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    • 제20권42호
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    • pp.73-85
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    • 1997
  • In the product liability age the demand on quality is extremely high and inspection and test are automated. The process capability indices $C_p, {\;}C_{pk}$ and p control chart widely used to provide unitless measure of process performance and process control. Traditional process capability indices $C_p, {\;}C_{pk}$ do not represent the process variation from target value. The convention p chart for control of fraction nonconforming becomes inadequate when the fraction nonconforming becomes very small such as PPM level production system. This paper proposes process performance measure considering quadratic loss function and cumulative counts control chart for control of PPM level production system.

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정규분포 공정 가정하에서의 공정능력지수 $C_{pmk}$ 에 관한 효율적인 신뢰한계 (Better Confidence Limits for Process Capability Index $C_{pmk}$ under the assumption of Normal Process)

  • 조중재;박병선;박효일
    • 품질경영학회지
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    • 제32권4호
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    • pp.229-241
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    • 2004
  • Process capability index is used to determine whether a production process is capable of producing items within a specified tolerance. The index $C_{pmk}$ is the third generation process capability index. This index is more powerful than two useful indices $C_p$ and $C_{pk}$. Whether a process distribution is clearly normal or nonnormal, there may be some questions as to which any process index is valid or should even be calculated. As far as we know, yet there is no result for statistical inference with process capability index $C_{pmk}$. However, asymptotic method and bootstrap could be studied for good statistical inference. In this paper, we propose various bootstrap confidence limits for our process capability Index $C_{pmk}$. First, we derive bootstrap asymptotic distribution of plug-in estimator $C_{pmk}$ of our capability index $C_{pmk}$. And then we construct various bootstrap confidence limits of our capability index $C_{pmk}$ for more useful process capability analysis.

공정능력의 평가를 위한 개선된 비공정능력지수 (An Improved Process Incapability Index for the Evaluation of Process Capability)

  • 신경석;김성집;강창욱
    • 품질경영학회지
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    • 제24권4호
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    • pp.90-102
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    • 1996
  • Process incapability index which is intended to evaluate the process capability by measuring process incapability provides more detailed information by dividing information about the process mean and variance. But when the target value is not consistent with the center of specification, it is very difficult to evaluate the process capability accurately. Thus it is necessary to improve the existing process incapability index. The improved process incapability index can identify the variation of the process faster than other process capability indices when applied firstly, to the precision process which can be affected sensitively by the change of the process, secondly, to the ordinary process where cost difference from the change of process is noticeable. By using subindices such as inaccuracy index and imprecision index, it is easier for quality manager to find where the cause of the variation of process is, and to take necessary action in advance.

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공정능력지수 Cpmk를 평가함에서의 바람직한 가설검정 (Test of Hypothesis in Assessing Process Capability Index Cpmk)

  • 조중재;유혜경;한정수
    • Communications for Statistical Applications and Methods
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    • 제17권3호
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    • pp.459-471
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    • 2010
  • 일반적으로 고객들은 어떤 상품에 대한 품질수준이 높을수록 보다 높은 만족을 얻는 것으로 알려져 있다. 보통품질수준은 공정능력지수에 의해 측정된다. 공정능력이란 공정이 관리상태에 있을 때, 그 공정에서 생산, 제공되는 상품의 변동이 어느 정도인가를 나타내는 중요한 개념이다. 3세대 공정능력지수 $C_{pmk}$는 흔히 현장에서 사용되고 있는 지수$C_p$$C_{pk}$보다 공정능력을 평가함에 보다 설명력이 있고 합리적인지수라고 할 수 있다. 공정능력에 대한 효율성 평가는 대부분 점추정과 구간추정을 통하여 행하여지고 있는 바, 가설검정을 통한 의사결정 또한 중요한 문제라고 할 수 있다. 본 논문에서는 공정능력여부를 결정하기위하여 공정능력지수 $C_{pmk}$에 대한 보다 유용한 가설검정방법에 대하여 연구하였다. 제안된 붓스트랩 가설검정방법은 공정분포가 정규분포에 따르던 그렇지 않던지 간에 매우 유용하며 보다 수월하게 활용할 수 있음을 밝혔다. 그리고 수치적인 모의실험을 통해 공정의 정규성 여부와 상관없이 제안된 가설검정방법의 타당성을 밝히고자 하였다.

Bootstrap Confidence Regions of 2-dimensional Vector-valued Process Capability Indices $C_p\;and\;C_{pk}$

  • Park Byoung-Sun;Nam Kyung-Hyun;Cho Joong-Jae
    • 한국품질경영학회:학술대회논문집
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    • 한국품질경영학회 2004년도 품질경영모델을 통한 가치 창출
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    • pp.70-75
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    • 2004
  • In actual manufacturing industries, process capability indices(PCI) are used to determine whether a production process is capable of producing items within a specified specification limits. We study some vector-valued PCIs $C_p=(C_{px},\;C_{py})$ and $C_{pk}=(C_{pkx},\; C_{pky})$ in this article. We propose some asymptotic confidence regions of PCIs with bootstrapping and examine the performance of those asymptotic confidence regions under the assumption of bivariate normal distribution.

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Gamma 분포공정에 대한 비정규공정능력의 평가 (Evaluation of Non-Normal Process Capability for Gamma Distribution Process)

  • 김홍준;김진수;송서일
    • 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.133-142
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    • 1998
  • This paper is a brief review of the different procedures that are available for fitting theoretical distributions to data. The use of each technique is illustrated by reference to a distribution system which including the Pearson, Poission approximation of Gamma distribution and Burr functions. These functions can be used to calculate percent out of specification. Therefore, in this paper a new methods for estimating a measure of non-normal process capability for Gamma distributed variable data proposed using the percentage nonconforming. Process capability indices combines with the percentage nonconforming information can be used to evaluate more accurately process capability.

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와이블 분포를 따를 때 수명성능지수의 추정과 활용 (Lifetime Performance Index for Weibull Distribution: Estimation and Applications)

  • 서순근
    • 한국신뢰성학회지:신뢰성응용연구
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    • 제13권3호
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    • pp.191-206
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    • 2013
  • Application areas for Lifetime Performance Index(LPI), a kind of process capability index to be frequently used as a means of measuring process performance are illustrated with examples. Statistical properties for maximum likelihood and unbiased estimators of LPI are evaluated and discussed under Weibull distribution with known shape parameter. Furthermore, guidelines for selecting an estimator of LPI are also presented.

비정규 공정 데이터에 대한 공정능력의 측도 및 평가 (Measure and Assessment of Process Capability for Nonnormal Process Data)

  • 김홍준;송서일
    • 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.594-609
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    • 1998
  • In this dissertation, a new process capability index $C_{psk}$ is introduced for non-normal process. The Pearson curve and the Johnson curve are selected for capability index calculation and data modeling the normal-based index $C_{psk}$ is used as the model for non-normal process. A significant result of this research find that the ranking of the seven indices, $C_p,\;C_{pk},\;C_{pm},\;C^{\ast}_{pm},\;C_{pmk},\;C_s,\;C_{psk}$ in terms of sensitivity to departure of the process median from the target value T=M from the most sensitive one up to the least sensitive are $C_{psk},\;C_{s},\;C_{pmk},\;C^{\ast}_{pm},\;C_{pm},\;C_{pk},\;C_p$. i.e, By the criteria adopted for evaluation of PCI's $C_{psk}$ is the most sensitive to the departure of the process median from target and $C_p$ is least

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비대칭 모집단에 대한 공정능력지수의 개발 (Process Capability Indices for Skewed Populations)

  • 장영순;배도선
    • 한국경영과학회:학술대회논문집
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    • 대한산업공학회/한국경영과학회 2000년도 춘계공동학술대회 논문집
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    • pp.365-368
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    • 2000
  • This paper proposes a new heuristic method of constructing process capability indices (PCIs) for skewed populations. It is based on weighted standard deviation (WSD) method which decomposes the standard deviation of a quality characteristic into upper and lower deviations and adjusts the value of PCI using decomposed deviations in accordance with the skewness estimated from sample data. For symmetric populations, the proposed PCIs reduce to standard PCIs. Asymptotic distributions of the estimators of the PCIs are obtained. The performances of the proposed methods are compared with those of the standard and other methods. Numerical comparisons indicate that considerable improvements over existing methods can be achieved by the use of WSD method when the underlying distribution is skewed.

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손실함수에 의한 기대상대손실과 Cpm의 관련성 (The relationship to Expected Relative Loss and Cpm by Using Loss Function)

  • 구본철;고수철;김종수
    • 산업경영시스템학회지
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    • 제20권41호
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    • pp.213-220
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    • 1997
  • Process capability Indices compare the actual performance of manufacturing process to the desired performance. The relationship between the capability index Cpm and the expected squared error loss provides an intuitive interpretation of Cpm. By putting the loss in relative terms a user needs only to specify the target and the distance from the target at which the product would have zero worth, or alternatively, the loss at the specification limits. Confidence limits for the expected relative loss are discussed, and numerical illustration is given.

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