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168   P r o c e s s   C o n t r o l                              Q u a n t i f y i n g   P r o c e s s   Va r i a t i o n    169


                                the subgroup averages, the centerline of the averages chart). This is an
                                important point: using the grand average would introduce special cause
                                variation if the process were out of control, thereby underestimating the
                                process capability, perhaps significantly.
                                   The  calculated  standard  deviation  for  each  subgroup  is  shown  in
                                Table 9.3.

                                Control Limit Equations for Average and Sigma Charts  Control limits for both
                                the average and the sigma charts are computed such that it is highly
                                unlikely that a subgroup average or sigma from a stable process would
                                fall outside of the limits. All control limits are set at plus and minus
                                three standard deviations from the centerline of the chart. Thus, the
                                control limits for subgroup averages are plus and minus three stan-
                                dard deviations of the mean from the grand average. The control lim-
                                its  for  the  subgroup  sigmas  are  plus  and  minus  three  standard
                                deviations of sigma from the average sigma.
                                   These control limits are quite robust with respect to non-normality in
                                the process distribution.
                                   To facilitate calculations, constants are used in the control limit equa-
                                tions. The table in Appendix 1 provides control chart constants for sub-
                                groups of 25 or less.

                                Control Limit Equations for Sigma Charts Based on S-Bar

                                                          sum of subgroup sigmas
                                                      s =
                                                           number of subgroups
                                                   L LCL = B s
                                                           3
                                                   UCL = B s
                                                           4
                                To illustrate the calculations and to compare the range method with the
                                standard deviation results, the data used in the previous example will be
                                re-analyzed using the subgroup standard deviation rather than the sub-
                                group range.
                                   The control limits are calculated from the Table 9.3 data as follows:

                                                                              .
                                                  sum of subgroup sigmas   155 45
                                               s =                       =        = 6 218
                                                                                    .
                                                    number of subgroups      25
                                                                       s
                                                       0
                                           LCL = B s  = × 6 218 = 0
                                                            .
                                               s   3
                                                      =
                                           UCL = B s = 2 089 6 218.  × .  = 12 989
                                                                       .
                                               s   4
                                Since it is not possible to have a subgroup sigma less than zero, the LCL is
                                not shown on the control chart for sigma.




          09_Pyzdek_Ch09_p151-208.indd   169                                                           11/21/12   1:42 AM
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