Page 39 - Mechanical Engineers' Handbook (Volume 2)
P. 39

28   Instrument Statics

                                                                             2
                          where   2 1  and   2 2  are each estimates of the population variance   . A better estimate of   2
                                                2
                          is the combined variance   ,  and it replaces both   2 1  and   2 2  in Eq. (55). The combined
                                                c
                          variance is determined by weighting the individual estimates of variance based on their
                          degrees of freedom according to the relation
                                                           ˆ   v   ˆ  v
                                                                   2
                                                            2
                                                        2
                                                            11     22                         (56)
                                                        c
                                                             v   v 2
                                                              1
                          Then
                                                      ˆ   2  ˆ   2        1
                                                                        1
                                                  2
                                                       c     c   2 c                          (57)
                                                  d
                                                      n 1  n 2     n 1  n 2
                          Under the hypothesis H that       (no effect due to treatment), the resulting probabilistic
                                                  1
                                            0
                                                      2
                          statement is
                                          P  t     1  1                1
                                                                           1
                                                           1
                                               c
                                                               2
                                                  n     n    x   x   t  c   n  n              (58)
                                                  1    2               1    2
                          If the variances of the items being compared are not equal (homogeneous), a modified t- (or
                          d-) statistic is used, 9,15  where d depends on confidence level  , degrees of freedom v, and a
                          parameter   that depends on the ratio of standard deviations according to
                                                              ˆ   / n 1
                                                               1
                                                       tan                                    (59)
                                                              ˆ   / n 2
                                                               2
                          The procedure for using the d-statistic is the same as described for the t-statistic.
                          Example 8 Testing for Homogeneous Means. A part manufacturer has the following
                          data:
                                        Sample    Number of   Mean Lifetime  Variance
                                        Number      Parts          (h)         (h)
                                          1          15           2530         490
                                          2          11           2850         360

                          Determine if the lifetime of the parts is due to chance at a 10% significance level (90%
                          confidence level).
                             Check variance first (H —homogeneous variances and H —nonhomogeneous vari-
                                                 0                           1
                          ances):
                                                ˆ     490
                                                         15
                                                 1 2     14    525
                                                ˆ     360
                                                         11
                                                 2
                                                 2
                                                         10    396
                                                    (14)(525)   (10)(396)
                                                                        471
                                                 2
                                                 c
                                                            24
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