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344   Biofuels for a More Sustainable Future


          depict the relative importance/preference of one criterion over another
          accurately. For instance, it is difficult or even impossible to depict the rel-
          ative weight/priority of a criterion over another when the stakeholders/
          decision-makers think that the relative importance of a criterion over
          another is between “moderate importance” (corresponding to number 3)
          and “essential importance” (corresponding to number 5). Accordingly,
          the interval number [3 5] should be used to depict this judgment. In a similar
          way, the interval comparison matrix for determining the relative importance
          (weights) of the n metrics can be established:
                                                    ⋯
                                  C 1       C 2           C n
                                            L   U         L  U
                           C 1     1      m , m     ⋯   m , m
                                            12  12       1n
                                  L  U                    L  1n
                                                             U
                                m , m        1      ⋯   m , m         (12.8)
                     M ¼ C 2     21  21                  2n  2n
                            ⋮      ⋮         ⋮      ⋱      ⋮
                                  L  U       L  U
                                m , m     m , m     ⋯      1
                           C n
                                 n1  n1     n2  n2
          where M represents the interval pair-wise matrix for determining the rel-

                                       L
                                          U
          ative weights of the n criteria, [m ij ,m ij ] which is an interval number repre-
                                                                          L
          sents the relative preference of the ith criterion over the jth criterion, and m ij
                U
                                                                        U
                                                                      L
          and m ij are the lower and upper boundary of the interval number [q ij ,q ij ].
             The relative preference of the jth criterion over ith metric can be deter-
          mined by Eq. (12.9).
                                       "       #
                 h       i      1        1   1
                    L  U
                  m , m                    ,    , i, j ¼ 1,2,…,n      (12.9)
                    ji  ji  ¼ h  L  U  i ¼  m U  m L
                             m , m        ij  ij
                               ij  ij
             Step 2: Decomposing the interval pair-wise comparison matrix into two
          crisp nonnegative matrices.
             The interval pair-wise comparison matrix in Eq. (12.8) can be decom-
          posed into two crisp nonnegative matrices, as presented in Eqs. (12.10),
          (12.11), respectively.
                                             L
                                      1    m     ⋯ m
                                                     L
                                             12
                                       U             1n
                                    1=m     1    ⋯ m
                                       21            L
                                      ⋮     ⋮    ⋱   ⋮
                                                     2n              (12.10)
                             M L ¼

                                       U      U
                                      1=m  1=m   ⋯   1
                                       n1     n2
                                             U
                                      1    m     ⋯ m
                                             12       U
                                       L              1n
                                    1=m     1    ⋯ m
                                       21             U
                                      ⋮     ⋮    ⋱   ⋮
                                                      2n             (12.11)
                             M U ¼

                                       L      L
                                     1=m  1=m    ⋯   1
                                       n1     n2
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