Page 25 - Intro to Tensor Calculus
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               Gradient.   In Cartesian coordinates the gradient of a scalar field is

                                                        ∂φ      ∂φ     ∂φ
                                                gradφ =    b e 1 +  b e 2 +  b e 3 .
                                                        ∂x      ∂y     ∂z
               The index notation focuses attention only on the components of the gradient. In Cartesian coordinates these
               components are represented using a comma subscript to denote the derivative

                                                                ∂φ
                                              b e j · grad φ = φ ,j =  ,  j =1, 2, 3.
                                                               ∂x j
               The comma notation will be discussed in section 4. For now we use it to denote derivatives. For example
                                     2
                     ∂φ            ∂ φ
               φ ,j =   ,  φ ,jk =       , etc.
                                    j
                     ∂x j         ∂x ∂x k
                                                                                  ~
               Divergence.   In Cartesian coordinates the divergence of a vector field A is a scalar field and can be
               represented
                                                         ~
                                                  ~
                                              ∇· A = div A =  ∂A 1  +  ∂A 2  +  ∂A 3 .
                                                              ∂x    ∂y     ∂z
               Employing the summation convention and index notation, the divergence in Cartesian coordinates can be
               represented
                                            ~
                                                   ~
                                        ∇· A = div A = A i,i =  ∂A i  =  ∂A 1  +  ∂A 2  +  ∂A 3
                                                             ∂x i   ∂x 1  ∂x 2  ∂x 3
               where i is the dummy summation index.
                                                               ~
               Curl.   To represent the vector B =curl A = ∇× A in Cartesian coordinates, we note that the index
                                             ~
                                                      ~
                                                                                                        ~
               notation focuses attention only on the components of this vector. The components B i ,i =1, 2, 3of B can
               be represented
                                                    ~
                                       B i = b e i · curl A = e ijk A k,j ,  for  i, j, k =1, 2, 3
               where e ijk is the permutation symbol introduced earlier and A k,j =  ∂A k j . To verify this representation of the
                                                                           ∂x
                    ~
               curl A we need only perform the summations indicated by the repeated indices. We have summing on j that

                                               B i = e i1k A k,1 + e i2k A k,2 + e i3k A k,3 .


               Now summing each term on the repeated index k gives us

                                 B i = e i12 A 2,1 + e i13 A 3,1 + e i21 A 1,2 + e i23 A 3,2 + e i31 A 1,3 + e i32 A 2,3

               Here i is a free index which can take on any of the values 1, 2or 3. Consequently, we have


                                                                         ∂A 3   ∂A 2
                                         For  i =1,     B 1 = A 3,2 − A 2,3 =  −
                                                                         ∂x 2   ∂x 3
                                                                         ∂A 1   ∂A 3
                                         For  i =2,     B 2 = A 1,3 − A 3,1 =  −
                                                                         ∂x 3   ∂x 1
                                                                         ∂A 2   ∂A 1
                                         For  i =3,     B 3 = A 2,1 − A 1,2 =  −
                                                                         ∂x 1   ∂x 2
                                                                ~
               which verifies the index notation representation of curl A in Cartesian coordinates.
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