Page 24 - Basic Structured Grid Generation
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Mathematical preliminaries – vector and tensor analysis  13

                                                i
                          The Kronecker symbol δ has corresponding matrix elements given by the 3 × 3
                                                j
                        identity matrix I. It may be interpreted as a second-order mixed tensor, where which-
                        ever of the covariant or contravariant components occurs first is immaterial, since if we
                        substitute T = I in either of the transformation rules (1.81) or (1.83) we obtain T = I
                                                i
                        in view of eqn (1.60). Thus δ is a mixed tensor which has the same components on any
                                                j
                        co-ordinate system. The corresponding linear operator is just the identity operator I,
                        which for any vector u satisfies
                                                  i     j     i   j     i
                                           Iu = (δ g i ⊗ g )u = δ g i u = g i u = u.
                                                 j            j
                          The following representations of I may then be deduced:
                                              i   j    ij              j    j
                                       I = g ij g ⊗ g = g g i ⊗ g j = g j ⊗ g = g ⊗ g j .  (1.87)
                                           i
                                    ij
                          Thus g ij , g ,and δ are associated tensors.
                                           j
                          Covariant, contravariant, and mixed tensors of higher order than two may be defined
                        in terms of transformation rules following the pattern in eqns (1.76), (1.78), (1.80), and
                        (1.82), though it may not be convenient to express these rules in matrix terms. For
                        example, covariant and contravariant third-order tensors U ijk and U ijk  respectively
                        must follow the transformation rules:
                                                                          j
                                              l
                                                                      i
                                                 m
                                            ∂x ∂x ∂x n         ijk  ∂x ∂x ∂x  k  lmn
                                     U ijk =          U lmn ,  U  =            U   .       (1.88)
                                                 j
                                              i
                                                                          m
                                                                      l
                                            ∂x ∂x ∂x k              ∂x ∂x ∂x  n
                          The alternating symbol e ijk defined by
                                         
                                          1   if (i, j, k) is an even permutation of (1, 2, 3)
                                         
                              e ijk = e ijk  =  −1if (i, j, k) is an odd permutation of (1, 2, 3)  (1.89)
                                         
                                            0  otherwise
                                         
                        is not a (generalized) third-order tensor. Applying the left-hand transformation of
                        eqns (1.88) gives, using the properties of determinants and eqns (1.61) and (1.67),

                                            m
                                         l
                                      ∂x ∂x ∂x  n                   −1        g
                                                  e lmn = (det B)e ijk = J  e ijk =  e ijk .  (1.90)
                                            j
                                         i
                                      ∂x ∂x ∂x  k                             g
                          Similarly we obtain
                                          i
                                             j
                                       ∂x ∂x ∂x  k  lmn         ijk   ijk    g  ijk
                                                   e   = (det A)e  = Je  =    e .          (1.91)
                                          l
                                             m
                                       ∂x ∂x ∂x  n                           g
                          It follows that third-order covariant and contravariant tensors respectively are
                        defined by
                                                            √
                                                       ε ijk =  ge ijk                     (1.92)
                        and
                                                             1  ijk
                                                       ijk
                                                      ε   = √ e .                          (1.93)
                                                              g
                                                                                  √
                          Applying the appropriate transformation law to ε ijk now gives  ge lmn = ε lmn ,
                                                   ijk
                        as required, and similarly for ε . These tensors, known as the alternating tensors,
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