Page 265 - Statistics for Environmental Engineers
P. 265

L1592_Frame_C29  Page 268  Tuesday, December 18, 2001  2:48 PM









                           TABLE 29.6
                           Some Fractional Factorial Designs
                                                                             Main Effects Second-Order
                           No. of Factors  Design   No. of Runs  Resolution       Interactions
                                             3
                                3           2           8                      OK          OK
                                            4–1
                                4          2            8          IV          OK        Confounded
                                            5–2
                                5          2            8          III       Confounded  Confounded
                                            6–3
                                6          2            8          III       Confounded  Confounded
                                            7–4
                                7          2            8          III       Confounded  Confounded
                                             4
                                4           2          16                      OK          OK
                                            5–1
                                5          2           16           V          OK          OK
                                            6–2
                                6          2           16          IV          OK        Confounded
                                            7−3
                                7          2           16          IV          OK        Confounded
                                            8–4
                                8          2           16          IV          OK        Confounded
                                            9–5
                                9          2           16          III       Confounded  Confounded
                                           10–6
                               10          2           16          III       Confounded  Confounded
                                            9−4
                                9          2           32          IV          OK        Confounded
                                           10−5
                               10          2           32          IV          OK        Confounded
                                           11−6
                               11          2           32          IV          OK        Confounded
                                           11−7
                               11          2           16          III       Confounded  Confounded
                           Note: Resolution V: All main effects and two-factor interactions can be estimated. No two-factor interactions
                               are confounded with other two-factor interactions or main effects. No main effects are confounded
                               with each other.
                                Resolution IV: No main effects are confounded with two-factor interactions or other main effects. Two-
                               factor interactions may be confounded with other two-factor interactions.
                                Resolution III: No main effects are confounded with other main effects. Main effects may be con-
                               founded with two-factor interactions.
                        The resolution of the design, indicated by roman numerals, describes the extent of confounding among
                       the main effects and the two-factor interactions. The higher the resolution, the better the main effects
                       and two-factor interactions can be estimated. The definitions are:
                                                     Main Effects are   Two-Factor Interactions are
                                  Design Resolution  Confounded with:     Confounded with:
                                        III        Two-factor interactions  Main effects
                                        IV         Three-factor interactions  Other two-factor interactions
                                         V         Four-factor interactions  Three-factor interactions
                                        VI         Five-factor interactions  Four-factor interactions
                           5−1
                                                                                4−1
                       The 2  design used in the fly ash case study is a resolution V design. The 2  design used in Chapter 28
                       is a resolution IV design.
                        This chapter presented only the main ideas about confounding in fractional experimental designs. A
                       great deal more is worth knowing and Box et al. (1978) is worth careful study. “A Practical Aid for
                       Experimenters” (Bisgaard, 1987) summarizes more than 40 factorial and fractional designs and gives
                       the effects that can be estimated and their confounding arrangement.



                       References

                       Bisgaard, S. (1987). A Practical Aid for Experimenters, Madison, WI, Center for Quality and Productivity
                           Improvement, University of Wisconsin–Madison.
                                                         k–p
                       Box, G. E. P. and J. S. Hunter (1961). “The 2  Fractional Factorial Designs. Part I,” Technometrics, 3(3),
                           311–351.
                       © 2002 By CRC Press LLC
   260   261   262   263   264   265   266   267   268   269   270