Development and Evaluation of Control Charts Using Exponentially Weighted Moving Averages

Article

Ng, Chern Hsoon; Case, Kenneth E.   (1989, ASQC)   Oklahoma State University

Journal of Quality Technology    Vol. 21    No. 4
QICID: 5622    October 1989    pp. 242-250
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Article Abstract

Some studies have been done to construct quality control charts using the Exponentially Weighted Moving Average, EWMA. However, they have been done implicitly for subgroups of size n and individual data. Moreover, the emphasis of the control chart of the EWMA has been on the monitoring of only the process mean. Even though there are articles discussing the derivation of control charts of the EWMA to monitor process dispersion, their derivations are rather difficult and not easy to comprehend. In this paper, methodologies to construct control charts using the EWMA of a sample statistic for subgroups of size n and individual data are discussed explicitly and separately. A consistent and systematic approach for deriving control charts of the EWMA to monitor the process mean and dispersion is presented. The performance of these EWMA control charts is then compared to Shewhart X-bar and R charts using the average run length (ARL) as determined by computer simulation.

Keywords

Control charts,Average run length (ARL)


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