Page 460 - Design for Six Sigma a Roadmap for Product Development
P. 460

Fundamentals of Experimental Design  419

           TABLE 12.1 Data of Example 12.2

             Glass     Phosphor type
              type    1     2    3

               1      280  300  290
                      290  310  285
                      285  295  290
               2      230  260  220
                      235  240  225
                      240  235  230



           12.2.1 The layout of two-factor
           factorial experiments
           In general, a two-factor factorial experiment has the arrangement
           shown in Table 12.2.
             Each “cell” of Table 12.2 corresponds to a distinct factor level combi-
           nation. In DOE terminology, it is called a “treatment.”


           12.2.2 Mathematical model
           If we denote A as x 1 and B as x 2 , then one possible mathematical model is
                            y   f 1 (x 1 )   f 2 (x 2 )   f 12 (x 1 , x 2 )   ε  (12.2)

           Here f 1 (x 1 ) and f 2 (x 2 ) are the main effects of A and B, respectively, and
           f 12 (x 1 , x 2 ) is the interaction of A and B.
             In many statistics books, the following model is used

                                                                       (12.3)
                             y ijk     A i   B j   (AB) ij   ε ijk
           where      i   1,2,…,a
                      j   1,2,…,b
                      k   1,2,…,n
                     A i   main effect of A at ith level
                     B j   main effect of B at jth level
                  (AB) ij   interaction effect of A at ith level and B at jth level


           TABLE 12.2 General Arrangement for a Two-Factor Factorial Design
                                              Factor B
                              1               2        …          b
           Factor A  1  Y 111 , Y 112 , ..., Y 11n  Y 121 , Y 122 , ..., Y 12n  ...
                    2   Y 211 , Y 212 , ..., Y 21n  ...

                    a                                       Y ab1, Y ab2, ..., Y abn
   455   456   457   458   459   460   461   462   463   464   465