Page 102 - Intro to Tensor Calculus
P. 102

97



                   An example of a linear form is the dot product relation

                                                                ~
                                                         ϕ(~x)= A · ~x                                (1.3.67)
                      ~
               where A is a constant vector and ~x is an arbitrary vector belonging to the vector space V.
                   Note that a linear form in ~x can be expressed in terms of the components of the vector ~x and the base
               vectors ( b e 1 , b e 2 , b e 3 ) used to represent ~x. To show this, we write the vector ~x in the component form

                                                                         3
                                                           1
                                                                  2
                                                     i
                                                ~x = x b e i = x b e 1 + x b e 2 + x b e 3 ,
                      i
               where x ,i =1, 2, 3 are the components of ~x with respect to the basis vectors ( b e 1 , b e 2 , b e 3 ). By the linearity
               property of ϕ we can write
                                                        1
                                                                     3
                                              i
                                                              2
                                    ϕ(~x)= ϕ(x b e i )= ϕ(x b e 1 + x b e 2 + x b e 3 )
                                                                           3
                                                                 2
                                                        1
                                                  = ϕ(x b e 1 )+ ϕ(x b e 2 )+ ϕ(x b e 3 )
                                                                                  i
                                                                         3
                                                               2
                                                     1
                                                  = x ϕ( b e 1 )+ x ϕ( b e 2 )+ x ϕ( b e 3 )= x ϕ( b e i )
                                                                                                          i
                                       i
               Thus we can write ϕ(~x)= x ϕ( b e i ) and by defining the quantity ϕ( b e i )= a i as atensorwe obtain ϕ(~x)= x a i .
                                                                   ~
                                                               ~
                                                            ~
               Note that if we change basis from ( b e 1 , b e 2 , b e 3 )to(E 1 , E 2 , E 3 ) then the components of ~x also must change.
                        i
               Letting x denote the components of ~x with respect to the new basis, we would have
                                                i ~                 i ~    i  ~
                                           ~x = x E i  and ϕ(~x)= ϕ(x E i )= x ϕ(E i ).
                                                        ~
                                                                          i
               The linear form ϕ defines a new tensor a i = ϕ(E i )so that ϕ(~x)= x a i . Whenever there is a definite relation
                                                         ~
                                                            ~
                                                      ~
               between the basis vectors (b e 1 , b e 2 , b e 3 )and (E 1 , E 2 , E 3 ), say,
                                                              ∂x j
                                                         ~
                                                         E i =  i  b e j ,
                                                              ∂x
               then there exists a definite relation between the tensors a i and a i . This relation is
                                                        ∂x j     ∂x j        ∂x j
                                                 ~
                                          a i = ϕ(E i )= ϕ(  i  b e j )=  i  ϕ( b e j )=  i  a j .
                                                        ∂x        ∂x         ∂x
               This is the transformation law for an absolute covariant tensor of rank or order one.
                   The above idea is now extended to higher order tensors.
                                                                                      y
                                 Definition: ( Bilinear form) A bilinear form in ~x and ~ is a
                                 scalar function ϕ(~x, ~y) with two vector arguments, which satisfies
                                 the linearity properties:
                                         (i) ϕ(~x 1 + ~x 2 ,~y 1 )= ϕ(~x 1 ,~y 1 )+ ϕ(~x 2 ,~y 1 )
                                        (ii) ϕ(~x 1 ,~y 1 + ~y 2 )= ϕ(~x 1 ,~y 1 )+ ϕ(~x 1 ,~y 2 )
                                                                                    (1.3.68)
                                           (iii) ϕ(µ~x 1 ,~y 1 )= µϕ(~x 1 ,~y 1 )
                                           (iv) ϕ(~x 1 ,µ~y 1 )= µϕ(~x 1 ,~y 1 )

                                 for arbitrary vectors ~x 1 ,~x 2 ,~y 1 ,~y 2 in the vector space V and for all
                                 real numbers µ.
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