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

                                              U
                                                  L
                 (1) P(x  y )¼1 if and only if y  x ;


                                                  L
                                              U
                 (2) P(x  y )¼0 if and only if x  y ;


                 (3) P(x  y )¼0.5 if and only if x ¼y ; and





                                             Px   y        + Py   x      ¼ 1



                 Definition 13.4 Distance between two interval numbers (Xu, 2008).
                            L  U           L  U
                 Let x ¼ x , x  and y ¼ y , y  be two interval numbers; the distance between x and y



                 can be determined by Eq. (13.7).
                                                    1      L       U
                                          dx , y    ¼    x   y  L      U                     (13.7)
                                                              + x   y

                                                    2
                                                                   L
                                                                                  L


                 Where d(x ,y ) represents the distance between x ¼ x , x U   and y ¼ y , y U    .




                 Definition 13.5 Intuitionistic fuzzy set (Atanassov, 1986; Szmidt and Kacprzyk, 2001).
                 An intuitionistic fuzzy set A in X was defined by Atanassov (1986); the intuitionistic fuzzy set
                 A on X can be defined as (Atanassov, 1986):
                                                                                             (13.8)
                                                      A
                                             A ¼ ð f  A, μ xðÞ, υ A xðÞÞj x 2 Xg
                 where
                 μ A (x):X![0,1] and υ A (x):X![0,1] should satisfy:
                                                 0   μ xðÞ + υ A xðÞ   1                     (13.9)
                                                     A
                 for all x2X.
                 μ A (x):X![0,1] and υ A (x):X![0,1] represent the degree of membership of x to A and that of
                 non-membership of x to A, respectively.
                 After determining the degree of membership and that of the non-membership, the indeter-
                 minacy degree which represents the hesitancy degree of the decision-makers forx to A can
                 be determined, as presented in Eq. (13.10).
                                            π A xðÞ ¼ 1 μ xðÞ υ A xðÞ,x 2 X                 (13.10)
                                                       A
                 where π A (x) represents the indeterminacy degree of x to X.
                 The indeterminacy degree π A (x) is different from the degree of membership μ β (x)and the de-
                 gree of non-membership υ β (x)of x to X; it can be used as a measure of the degree of indeter-
                 minacy of x to X. Accordingly, an intuitionistic fuzzy number A can usually be represented
                 by A¼(μ A ,υ A ,π A ) which consists of the degree of membership, non-membership, and
                 indeterminacy.
                 Definition 13.6 Transfer intuitionistic fuzzy set into interval number (Zhou et al., 2005).
                 Let A¼(μ A ,υ A ,π A ) be an intuitionistic fuzzy set, and it can be transferred into an interval
                 number by Eq. (13.11).
                                                                                            (13.11)
                                                         A
                                                  A ¼ μ½   1 υ A Š
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