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Mathematical preliminaries – vector and tensor analysis  11

                        or,inmatrixform,
                                                                 
                                                     u 1         u 1
                                                   u 2    = B   u 2    .               (1.71)
                                                     u 3         u 3
                                              ∂ϕ
                          The set of components  (where ϕ is a scalar field) found in eqn (1.13) can be said
                                              ∂x  j
                        to constitute a covariant vector, since by the usual chain rule they transform according
                        to eqn (1.70), i.e.
                                                              j
                                                      ∂ϕ    ∂x ∂ϕ
                                                         =         .
                                                              i
                                                      ∂x i  ∂x ∂x j
                        Exercise 5. Show that the transformation rule for contravariant components of a
                        vector is
                                                            ∂x i
                                                        i       j
                                                       u =     u ,                         (1.72)
                                                            ∂x j
                        or
                                                     1         1  
                                                     u           u
                                                    u  2   = A    u  2   .             (1.73)
                                                     u 3         u 3


                          Note the important consequence that the scalar product (1.54) is an invariant quantity
                        (a true scalar), since it is unaffected by co-ordinate transformations. In fact

                                          i   
     k         i   k
                                        ∂x       ∂x         ∂x ∂x
                                 i           j                        j     k j      j
                                u v i =     u       v k  =           u v k = δ u v k = u v j .
                                                                            j
                                                              j
                                        ∂x j     ∂x i       ∂x ∂x i
                          From eqns (1.64), (1.65), and (1.66), we obtain the transformation rules:
                                                    T       T  T          T
                                          (g ) = L L = BLL B = B(g ij )B ,                 (1.74)
                                            ij
                                                     T
                                                                         ij
                                                               T
                                                                             T
                                            ij
                                                                  T
                                          (g ) = M M = AMM A = A(g )A .                    (1.75)
                          In fact g ij is a particular case of a covariant tensor of order two,which maybe
                        defined here as a set of quantities which take the values T ij , say, when the curvilinear
                                                                                i
                                    i
                        co-ordinates x are chosen and the values T ij when a different set x are chosen, with a
                        transformation rule between the two sets of values being given in co-ordinate form by
                                                             k
                                                          ∂x ∂x l
                                                     T ij =  i  j  T kl                    (1.76)
                                                           ∂x ∂x
                        with summation over k and l,orinmatrix form
                                                                T
                                                       T = BT B .                          (1.77)
                          Similarly, g ij  is a particular case of a contravariant tensor of order two.This is
                        defined as an entity which has components T  ij  obeying the transformation rules
                                                             i
                                                      ij  ∂x ∂x j  kl
                                                    T   =        T                         (1.78)
                                                             k
                                                          ∂x ∂x l
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