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題名:Lower Bayesian Confidence Limits on the Process Capability Index Cpm: A Comparative Study
書刊名:工業工程學刊
作者:范書愷高清貴
作者(外文):Fan, Shu-kaiKao, Ching-kuei
出版日期:2004
卷期:21:5
頁次:頁444-452
主題關鍵詞:品質管制製程能力分析貝氏統計方法傳統抽樣分配理論Quality controlProcess capability analysisPCABayesian statistical methodClassical sampling distribution theory
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
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  • 點閱點閱:98
     本研究的主要是針對製程能力指標Cpm進行研究,在此利用貝氏統計方法建立Cpm的信賴下限,此信賴下限為伽瑪分配的函數。透過貝氏統計方法所建立的Cpm信賴下限與其他三組方法所建立的Cpm信賴下限進行比較。第一組為利用傳統抽樣分配理論所建立的Cpm信賴下限,其為非中卡方分配的函數;另外兩組Cpm信賴下限則分別為卡方分配與常態分配的函數。在此透過不同參數的設定對此四組Cpm的信賴下限進行比較,結果顯示在某些參數的設定下,利用貝氏統計方法所建立的Cpm信賴下限較有利於其他三組Cpm信賴下限。
     The main focus of this paper is on a particular type of process capability indices, termed Cpm in the quality control community, enabling to consider proximity of the process center to the pre-specified target value as well as process inherent variability altogether whilst investigating process capability. In order to take the probabilistic properties of the point estimator used on Cpm into account, the key element of this study is to present a generalized Bayes-type approach that allows for the construction of a lower interval limit for the process measure Cpm. In comparison to the classical analogue for Cpm (built upon the traditional frequentist theory) entailing a non-central chi-square distribution that the practitioners are generally unfamiliar with, the Bayesian method relates simply to the integration of a gamma distribution. The lower Bayesian interval estimate on Cpm is also compared with the other three lower confidence bounds posed in the literature and then various experimental studies under a number of process parameter configurations assumed are conducted to illustrate practical guidance about the types of processes for which the Bayesian-based procedure might be advantageous. Directions of how to choose adequate lower confidence limits on Cpm for practical use are reported as well.
期刊論文
1.Kushler, R. H.、Hurley, P.(1992)。Confidence bounds for capability indices。Journal of Quality Technology,24(4),188-195。  new window
2.Chou, Y. M.、Owen, D. B.、Borrego, A.、Salvador, A.(1990)。Lower confidence limits on process capability indices。Journal of Quality Technology,22(3),223-229。  new window
3.Kotz, S.、Pearn, W. L.、Johnson, N. L.(1993)。Some process capability indices are more reliable than one might think。Applied Statistics,42(1),55-62。  new window
4.Pearn, W. L.、Kotz, S.、Johnson, N. L.(1992)。Distributional and inferential properties of the process accuracy and process precision indices。Journal of Quality Technology,24(4),216-231。  new window
5.Spiring, F. A.(1997)。A unifying approach to process capability indices。Journal of Quality Technology,29,49-58。  new window
6.Boyles, R. A.(1991)。The Taguchi capability index。Journal of Quality Technology,23(1),17-26。  new window
7.Chan, L. K.、Cheng, S. W.、Spiring, F. A.(1988)。A new measure of process capability: Cpm。Journal of Quality Technology,20(3),162-175。  new window
8.Kane, Victor E.(1986)。Process capability indices。Journal of Quality Technology,18(1),41-52。  new window
9.Kotz, Samuel、Johnson, Norman L.(2002)。Process capability indices: A review, 1992-2000。Journal of Quality Technology,34(1),2-19。  new window
10.洪志真、洪慧念、Chiang, C. T.(1999)。A Bayesian Procedure for Process Capability Assessment。Quality and Reliability Engineering International,15,369-378。  new window
11.Cheng, S. W.、Spiring, F. A.(1989)。Assessing process capability: A Bayesian approach。IIE Transactions,21,97-98。  new window
12.Franklin, L. A.、Wasserman, G. S.(1992)。Bootstrap confidence interval estimates of Cpk: An introduction。Communications in Statistics: Simulation and Computation,20,231-242。  new window
13.Johnson, N. L.、Welch, B. L.(1939)。On the calculation of the cumulants of the χ-distribution。Biometrika,31,216-218。  new window
14.Johnson, T.(1992)。The relationship of Cpm to squared error loss。Journal of Quality Technology,24,211-215。  new window
15.Patnaik, P. B.(1949)。The non-central χ2 and F-distributions and their applications。Biometrika,36,202-232。  new window
16.Rodriguez, R. N.(1992)。Recent developments in process capability analysis。Journal of Quality Technology,24,176-186。  new window
17.Sullivan, L. P.(1984)。Reducing variability: A new approach to quality。Quality Progress,17,15-21。  new window
18.Zimmer, L. S.、Hubele, N. F.、Zimmer, W. J.(2001)。Confidence intervals and sample size determination for Cpm。Quality and Reliability Engineering International,17,51-68。  new window
會議論文
1.Hsiang, T. C.、Taguchi, G.(1985)。A Tutorial on Quality Control and Assurance - The Taguchi Methods。Las Vegas, NV。  new window
研究報告
1.范書愷、高清貴(2002)。Development of Confidence Interval and Hypothesis Testing for Taguchi Capability Index Using a Bayesian Approach。沒有紀錄。  new window
圖書
1.Kotz, Samuel、Johnson, Norman L.(1993)。Process Capability Indices。Chapman and Hill。  new window
2.Johnson, N. L.、Kotz, S.、Balakrishnan, N.(1994)。Continuous Univariate Distributions, 1。Continuous Univariate Distributions, 1。New York, NY。  new window
 
 
 
 
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