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278         13. Multi-criteria decision-making after life cycle sustainability assessment under hybrid information

                   Sub-step 4: Consistency check (Rezaei, 2015). The consistency ratio can be determined by
                 Eq. (13.27) (Ren, 2018a, b).
                                                           ξ ∗
                                                                                            (13.27)
                                                           q ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
                                         CR ¼  L    U
                                              a  + a         4a L  +4a U  +1
                                               BW   BW  +1     BW    BW
                                                            2
                        ∗
                 where ξ is the minimum value of the objective function in programming (13.26), and CR rep-
                 resents the consistency ratio.
                   The value of CR represents the consistency level of the decision-makers’ judgments in de-
                 termining the BO and OW vectors, and the closer to zero, the more consistent the
                 judgments are.
                   Sub-step 5: Calculating the interval weights of the criteria. The radius of the weight of each
                 criterion can be determined by solving the programming (13.28).
                                                       min λ
                                                       C
                                                      ω  d B    L
                                                       B
                                                  s:t:         a
                                                        C       Bj
                                                      ω + d j
                                                        j
                                                      C
                                                    ω + d B   U
                                                      B      a
                                                      C       Bj
                                                    ω  d j
                                                      j
                                                      C
                                                    ω  d
                                                      j       L
                                                             a                              (13.28)
                                                     C        jW
                                                    ω + d W
                                                     W
                                                      C
                                                    ω + d j
                                                      j       U
                                                     C       a jW
                                                   ω  d W
                                                     W
                                                       d j   λ
                                                      C
                                                     ω  d j   0
                                                      j
                                                     j ¼ 1,2,⋯,T
                 where d j , d B , and d W represent the radius of the weights of the jth criterion, the best criterion,
                 and the worst criterion, respectively.
                   After determining the radius of each weight, the interval weight of each criterion can be
                 determined by Eq. (13.29).
                                               h      i   h             i
                                          ω ¼ ω   L  ω U    C      C                        (13.29)

                                                            j
                                                                   j
                                            j     j  j  ¼ ω  d j ω + d j
                                                                                U
                                                                          L
                 where ω j represents the interval weight of the jth criterion, and ω j and ω j represent the lower

                 and upper bounds of the interval weight of the jth criterion, respectively.
                   Based on the above-mentioned five sub-steps in Step 3, the weights of the three dimensions
                 of sustainability and the local of the criteria in each dimension can be determined. Then, the
                 global weight of each criterion can be determined by using the local weight of each criterion
                 multiplied with the weight of the corresponding dimension to which it belongs.
                   Step 4: Determining the weighted normalized decision-making matrix. The weighted nor-
                 malized decision-making matrix can be determined by Eqs. (13.30), (13.31) after determining
                 the normalized decision-making matrix and the global weights of the criteria.
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