Page 298 - Materials Chemistry, Second Edition
P. 298

14.3 Methods                             297

                                                                                   w B   a Bj  and

            w B /w j ¼a Bj and w j /w W ¼a jW , it can minimize the maximum absolute differences
                                                                                   w j

             w j
                a jW . Therefore, the following optimization issue can be built.

            w W

                                                                 n
                                                              8
                                                                X
                                                                   w j ¼ 1
                                                              >
                                                              >
                                                              >
                                                              <
                                          w B        w j
                               min max                       s:t:  j¼1                  (14.3)
                                                ,
                                     j     w j   a Bj     w W   a jW    w j   0
                                                              >
                                                              >
                                                              >
                                                                j ¼ 1,2,⋯,n
                                                              :
              Then, the weight vector can also be calculated by the following equation:
                                                  min ξ

                                               8
                                                  w B
                                               >           ξ

                                               >
                                               >     a Bj

                                               >  w j
                                               >
                                               >

                                               >
                                               >
                                                   w j
                                               >
                                               >            ξ

                                               >
                                               <     a jW
                                                 w W                                    (14.4)

                                            s:t:  n
                                                X
                                                   w j ¼ 1
                                               >
                                               >
                                               >
                                               >
                                               >
                                               >  j¼1
                                               >
                                               >
                                                w j   0
                                               >
                                               >
                                               >
                                               :
                                                j ¼ 1,2,⋯,n
              To check the consistency degree of pairwise comparison for criteria weight determination,
            the veracity between the pairwise comparisons and their associated weight ratios can be
            checked using the following consistency ratio (CR):
                                                      ξ ∗
                                                 CR ¼                                   (14.5)
                                                      CI
                   ∗
            where ξ is the optimal value of ξ, and CI is the consistency index, which is listed in Table 14.1.
            14.3.2.2 The basic theory BBWM
              For BBWM, the inputs and outputs have probabilistic interpretations. The value of criteria
            indicates the importance of the corresponding criteria. From a probabilistic perspective, the
            decision criteria can be seen as the random events, and then the decision criteria weights are
            their occurrence likelihoods. Therefore, all the inputs and outputs need to be modelled as the
            probability distributions, and the multinomial distribution is employed (Mohammadi and
            Rezaei, 2019). The probability mass function (PMF) of the multinomial distribution for A W is:

                                                 X  n
                                                    j¼1  a jW ! Y n  a jW
                                      PA W jwð  Þ ¼  Q n       w j                      (14.6)
                                                   j¼1 jW !  j¼1
                                                     a
            TABLE 14.1  CI Table.
                     1       2        3        4       5        6        7        8       9
            a BW
            CI       0.00    0.44     1.00     1.63    2.30     3.00     3.73     4.47    5.23
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