Performance Comparisons of EWMA Control Chart Schemes

Combining an EWMA chart with a Shewhart chart is traditionally recommended as a means of providing good protection against both small and large shifts in the process mean. Capizzi and Masarotto have proposed an EWMA chart with a variable smoothing constant (AEWMA) for the same purpose. In this paper...

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Bibliographic Details
Published in:Quality technology & quantitative management 2010-01, Vol.7 (3), p.249-261
Main Authors: Simoes, Bruno F. T., Epprecht, Eugenio K., Costa, Antonio F. B.
Format: Article
Language:English
Subjects:
Adaptive control charts
ARL profiles
exponentially weighted moving average
statistical process control
variable parameters
variable smoothing constant
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Summary:Combining an EWMA chart with a Shewhart chart is traditionally recommended as a means of providing good protection against both small and large shifts in the process mean. Capizzi and Masarotto have proposed an EWMA chart with a variable smoothing constant (AEWMA) for the same purpose. In this paper, we optimize the designs of the AEWMA and of the combined EWMA-Shewhart schemes with regard to pairs of shifts in the process mean and compare their performances. When the schemes are optimized for the same pair of shifts, their ARL profiles practically coincide. The choice between the AEWMA and the EWMA-Shewhart scheme then becomes a matter of personal preference. We also explore using an AEWMA together with a Shewhart chart, but we find no performance improvement. An additional contribution of this paper is the tables of optimal designs of each scheme for several pairs of shifts.
ISSN:1684-3703
1684-3703
DOI:10.1080/16843703.2010.11673231