题名

On Multistage Statistical Process Control

并列篇名

論多階製程之統計品質管制

DOI

10.29977/JCIIE.200301.0001

作者

舒連傑(Lian-Jie Shu);宗福季(Fu-Gee Tsung)

关键词

統計製程管製 ; 多重品質管制 ; 多階製程 ; statistical process control ; multiple quality control ; multistage processes

期刊名称

工業工程學刊

卷期/出版年月

20卷1期(2003 / 01 / 01)

页次

1 - 8

内容语文

英文

中文摘要

今日多數的製程與服務業皆爲多階段的製程(過程),然而傳統的統計品質管制手法主要強調單一製程的監測,控制與改善。本文中將探討如何將傳統的單一製程品管手法推廣至多階段製程,從而藉多階段之信息共享以提升統計品管的功效。自相關與多變量之製程環境也將於本文中討論。

英文摘要

Most products and services today are the results of several process stages and steps. With the current emphasis in industry on improved quality, control charts are widely used in process monitoring. However, conventional statistical process control (SPC) techniques focus mostly on individual stages in a process and do not consider disseminating information throughout the multiple stages of the process. Such techniques are ineffective in analyzing multistage processes. The cause-selecting chart (CSC), based on output adjusted for the effect of the incoming quality is an effective SPC tool for analyzing multistage processes. This paper discusses several important problems associated with conventional CSCs. First, the model relating input and output measures often needs to be estimated in practice before the CSC is implemented. Little is known about the performance of the CSC when the model parameters are estimated. Second, the simple linear regression model widely discussed in the CSC is insufficient to capture the stochastic behavior of the output. In practice, the process disturbance in a multistage process can be autocorrelated. To deal with autocorrelated disturbance, the cumulative score (Cuscore) chart and the triggered Cuscore chart are proposed. Finally, extensions of the CSC to multivariate CSCs are discussed.

主题分类 工程學 > 工程學總論
参考文献
  1. Bagshaw, M.,Johnson, R. A.(1977).Sequential procedures for detecting parameter changes in a time-series model.Journal of the American Statistical Association,72
  2. Box, G. E. P.,Jenkins, G. M.,Reinsel, G. C.(1994).Time Series Analysis Forecasting and Control.Englewood Cliffs, NJ:Prentice-Hall.
  3. Box, G. E. P.,Luceno, A.(1997).Statistical Control by Monitoring and Feedback Adjustment.New York:John Wiley.
  4. Box, G. E. P.,Ramirez, J.(1992).Cumulative Score Charts.Quality and Reliability Engineering International,8
  5. Constable, G. K.,Cleary, M. J.,Tickel, C.,Zhang, G. X.(1988).ASQC Quality Congress Transactions.American Society for Quality Control.
  6. Fisher, R. A.(1925).Theory of statistical estimation.Proceedings of the Cambridge Philosophical Society,22
  7. Hauck, D. J.,Runger, G. C.,Montgomery, D. C.(1999).Multivariate statistical process monitoring and diagnosis with grouped regression-adjusted variables.Communications in Statistics - Theory and Methods,28
  8. Hawkins, D. M.(1993).Regression adjustment for variables in multivariate quality control.Journal of Quality Technology,25
  9. Hawkins, D. M.(1991).Multivariate quality control based on regression-adjusted variables.Technometrics,33
  10. Mandel, B. J.(1969).The regression control chart.Journal of Quality Technology,1
  11. Montgomery, D. C.,Peck, E. A.(1992).Introduction to Linear Regression Analysis.New York:John Wiley.
  12. Ramirez, J. G.(1998).Monitoring clean room air using cuscore charts.Quality and Reliability Engineering International,14
  13. Wade, M. R.,Woodall, W. H.(1993).A Review and Analysis of Cause-Selecting Control Charts.Journal of Quality Technology,25
  14. Weisberg, S.(1985).Applied Linear Regression.New York:John Wiley.
  15. 張國雄 CHANG, KUO-HSIUNG(1992).Cause-Selecting Control Chart and Diagnosis, Theory and Practice.Aarhus, Denmark:Aarhus School of Business, Department of Total Quality Management.
  16. 張國雄 CHANG, KUO-HSIUNG(1984).World Quality Congress Transactions.American Society for Quality Control.
  17. 張國雄 CHANG, KUO-HSIUNG(1980).A new type of quality control charts allowing the presence of assignable causes - The cause-selecting control chart.電子學報 Acta Electronica Sinica,2
  18. 舒連傑Apley, D. W.,宗福季 Tsung, Fugee(2002).Autocorrelated Process Monitoring Using Triggered Cuscore Charts.Quality and Reliability Engineering International,18(5)
  19. 舒連傑宗福季 Tsung, Fugee(2002).Cuscore charts for monitoring autocorrelated processes.
  20. 舒連傑宗福季 Tsung, Fugee,Kapur, K. C.(2004).Design of Multiple Cause-Selecting Charts for Multistage Processes with Model Uncertainty.Quality Engineering,16(3)
  21. 舒連傑宗福季 Tsung, Fugee,徐國樑 Tsui, Kwok-Leung(2002).Effects of estimation errors on the performance of cause-selecting charts.
  22. 舒連傑宗福季 Tsung, Fugee,徐國樑 Tsui, Kwok-Leung(2002).Run-Length Performance of Regression Control Charts with Estimated Parameters.
被引用次数
  1. (2022)。提升機械加工品管:智慧製造在即時量測與異常警示的實證。產業管理評論,13(1),27-46。