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The Use of Six Sigma with High- and Low-Volume Products and Processes

                                 Figure 5.8 Summation of averages and standard deviations.  157



                          that  the  GR&R  measurement  encompasses  99%  of  the  normal
                          curve variation of all measurements. This results in an error of 1%
                          and f(z) = 0.01/2 or 0.005, corresponding to a z value of 2.575   for
                          each side of the normal curve. A total of 5.15   constitutes the total
                          variation for the area inclusive under the curve for GR&R calcula-
                          tions.
                        5. Repeatability, or equipment variation (EV), is measured by 99% of
                          the error span due to equipment. This is equivalent to 5.15   EV ,
                                                      – –
                          which in turn is derived from the R = average R  ’s of each operator:
                                       – –
                                       R                         – –
                                   EV =    ; and EV = 5.15   EV or EV = R · K 1  (5.13)
                                       d 2
                          EV is related directly to R   by the factor K 1 . K 1 is equal to 4.56 for
                          two trials (r = 2) and 3.05 for three trials (r = 3). This is derived
                          from the relationship introduced in the variable control chart fac-
                          tor d 2 (table 3.1) for n = 2: K 1 = 5.15/d 2 or 5.15/1.128 = 4.56 for r = 2
                          and 5.15/1.693 = 3.05 for r = 3.
                        6. Reproducibility, or appraise variation (AV), is measured by 99% of
                          the  error  span  due  to  operators.  This  is  equivalent  to  5.15    AV
                          which in turn is derived from the X   d   i   f   f   = range of operator averages
                          X  ’s  and  the  factor  d * from  Table  5.6.  The  error  inherent  in  the
                                            2
                          equipment  variation  (EV)  has  to  be  removed  from  the  appraiser
                          variation (AV). The   AV is based on the root sum of the squares of
                          observed operator variation minus the normalized equipment vari-
                          ation, the latter divided by the number of measurements:


                                                   2

                                          X   d   i   f   f
                                               2
                                                    EV
                                    AV =        –    and AV = 5.15   AV      (5.14)
                                           d *
                                                  nr
                                            2
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