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Simpson & Keats

parameters may in some cases be difficult to estimate, Montgomery (1991) noted that the cost response is relatively fiat and generally insensitive to errors in parameter estimation. Reducing the number and required precision of input parameters has been studied by Montgomery (1991), von Collani (1986), Montgomery and Storer (1986), and Pignatiello and Tsai (1988). Advances in the applicability of these models to real world situations have also surfaced.

Woodall (1986) mentions several disadvantages associated with the economic design of control charts. Among them: 1) the parameters selected by the model may permit excessive false alarms and subsequent introduction of excess variability in the process through over adjustment, 2) economic control charts are needlessly insensitive to smali shifts, 3) the use of such charts is inconsistent with the philosophy of Deming who espouses that defects should not be allowed and hence tight control of processes is reąuired. Furthermore, models which lead to short-term profits without maintaining the controlled variable as tightly as possible about the target value violate a Deming principle and 4) economic control charts ignore the effect of management and workers efforts on the cost and time parameters. These are forceful arguments indeed, but in today’s competitive environment, cost and time must be managed while striving for continuous improvement in product ąuality. Economic models which limit false alarms and provide detection of smali shifts are a reality. Deming himself (Papadakis, 1985) developed a cost model for sampling inspection.

The use of statistically-constrained economic control chart models can overcome concems 1) and 2) above. However, we feel that the statistically-constrained models suffer from a number of drawbacks. They ignore the fact that the response surface in the region of optimality is relatively fiat (see, e g., Montgomery 1991, Tomg, Montgomery and Cochran 1992 and Saniga 1989). By relatively fiat it is meant that hyperplanes tangent to the contour of the cost per cycle surface have rather smali slopes. We show that large gains in ARL properties can be achieved with only a smali increase in cost by moving away from the optimal point. Our results appear in the "Economic-Statistical Approach Using Trade-off Analysis" section of this chapter. To help promote the practical use of economic models in industry and help bridge the gap between researchers and practitioners, we have selected a robust economic model and a robust control chart to (1) identify the input parameters significant to a generał class of statistical process control problems, (2) investigate the use of unconstrained optimization followed by trade-off analysis and (3) compare the X and CUSUM procedures using the Lorenzen and Vance (1986a) economic model.


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