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is called a run down This control chart has an unusually long run up (beginning with the fourth point) and an unusually long run down (beginning with the eighteenth point) In general, we de ne a run as a sequence of observations of the same type In addition to runs up and runs down, we could de ne the types of observations as those above and below the center line, respectively, so two points in a row above the center line would be a run of length 2 A run of length 8 or more points has a very low probability of occurrence in a random sample of points Consequently, any type of run of length 8 or more is often taken as a signal of an out-of-control condition For example, eight consecutive points on one side of the center line will indicate that the process is out of control.

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Although runs are an important measure of nonrandom behavior on a control chart, other types of patterns may also indicate an out-of-control condition For example, consider the X chart in Fig 16-5 Note that the plotted sample averages exhibit a cyclic behavior, yet they all fall within the control limits Such a pattern may indicate a problem with the process, such as operator fatigue, raw material deliveries, and heat or stress buildup The yield may be improved by eliminating or reducing the sources of variability causing this cyclic behavior (see Fig 16-6) In Fig 16-6, LSL and USL denote the lower and upper speci cation limits of the process These limits represent bounds within which acceptable product must fall and they are often based on customer requirements.

97.0 99.9 75.0 91.0 91.0 94.0 95.0 75.0 91.0 63.0 84.0 91.0 50.0 91.0 82.0 63.0 91.0 94.0 95.0 87.0

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The problem is one of pattern recognition, that is, recognizing systematic or nonrandom patterns on the control chart and identifying the reason for this behavior The ability to interpret.

Step 2a. Consider the person s four WAIS-III Indexes. Subtract the lowest Index from the highest Index. Answer the following question: Is the size of the standard score difference less than 1.5 SDs (< 23 points)

Figure 16-6 (a) Variability with the cyclic pattern. (b) Variability with the cyclic pattern eliminated.

If Yes, then the FS-IQ may be interpreted as a reliable and valid estimate of a person s global intellectual ability. Proceed directly to Step 3. If No, then the variation in the Indexes that compose the FS-IQ is considered too great (i.e., 23 points) for the purpose of summarizing

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a particular pattern in terms of assignable causes requires experience and knowledge of the process. That is, we must not only know the statistical principles of control charts, but we must also have a good understanding of the process. The Western Electric Handbook (1956) suggests a set of decision rules for detecting nonrandom patterns on control charts. Speci cally, the Western Electric rules would conclude that the process is out of control if either 1. 2. 3. 4. One point plots outside 3-sigma control limits. Two out of three consecutive points plot beyond a 2-sigma limit. Four out of ve consecutive points plot at a distance of 1-sigma or beyond from the center line. Eight consecutive points plot on one side of the center line.

184 6

We have found these rules very effective in practice for enhancing the sensitivity of control charts. Rules 2 and 3 apply to one side of the center line at a time. That is, a point above the upper 2-sigma limit followed immediately by a point below the lower 2-sigma limit would not signal an out-of-control alarm. Figure 16-7 shows an X control chart for the piston ring process with the 1-sigma, 2-sigma, and 3-sigma limits used in the Western Electric procedure. Notice that these inner

ALTERNATIVE APPROACH TO INTERPRETING THE WAIS-III because of learning problems (see 12), provides an excellent illustration of Step 2 She earned the following WAIS-III Indexes (see Table 127): VCI = 118; POI = 103; WMI = 82; PSI = 91 Figure A2 presents a filled-out WAIS-III interpretive worksheet showing Step 2 computations for Nicole H As shown, Step 2a requires subtracting her lowest Index (82 on WMI) from her highest Index (118 on VCI) The difference of 36 points is greater than 23 points, indicating that the variation in the Indexes that compose the FS-IQ is considered too great for the purpose of summarizing Nicole s global intellectual ability in a single score (ie, the FS-IQ) However, as shown in Figure A2, the difference between Nicole s VCI and POI is 15 points, less than 15 SDs (23 points).

74.0180 74.0135 74.0090 Zone B 74.0045 Zone C 74.0000 Zone C 73.9955 Zone B 73.9910 Zone A 73.9865 73.9820 LCL = 73.9865 1 X 2 X 3 X UCL = 74.0135 Zone A 3 X 2 X 1 X

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java code 128 reader

java code 128 reader

java code 128 reader

java code 128 reader

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java code 128 reader

java code 128 reader

java code 128 reader

java code 128 reader

java code 128 reader

java code 128 reader

java code 128 reader