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94     Chapter 5  Matrices in Chemical and Biochemical Thermodynamics


                                       This  can  be  illustrated  by  starting  with  the  transposed  stoichiometric  number
                                       matrix  5.1-14, which  is

                                                                    CO  H,    CH,  H,O  CO,
                                                      vT = rx  5.1-4   -1   -3   1    1   0           (5.1-23)
                                                          rx  5.1-11  -1   1    0   -1    1

                                           Row reduction  of  matrix  5.1-23 yields
                                                               CO  H2  CH,  H,O  C02
                                                           v'=1     0    -z      -   -~               (5.1-24)
                                                                           1
                                                                                 1
                                                                                       3
                                                                                 1
                                                               0     1   --    _-      4
                                                                           1
                                                                                       1  -
                                                                           4
                                                                                 2
                                       The transpose of  the conservation  matrix  can be obtained by  using
                                                                                                      (5.1-25)
                                                                        = ( JCZj
                                       This yields
                                                                  CO  H2  CH,  H,O  CO,
                                                                                                      (5.1-26)

                                                            co2     4  : 0        0     1
                                                                        _-
                                                                    ~ 3
                                       This looks different  from  equation  5.1-8, but  it  yields  5.1-15  on  row  reduction,
                                       which  shows that the two matrices are equivalent.
                                           Muthrrnutica  is  very  useful  for  carrying  out  these  matrix  operations.  The
                                       operation for  row  reduction  is  RowReduce, and  the  operation for calculating a
                                       basis  for  the  null  space  is  Nullspace.  Row  reduction  is  also  used  to  determine
                                       whether the equations in a set of conservation equations or reaction equations are
                                       independent.  Rows that  are dependent come out as  all zeros  when  this  is  done.
                                       and they must  be deleted  because they do not provide any  useful information.
                                           We return  to equation 5.1-1 for the system we  have been discussing:

                                                          CO  H,  CH,  H20  CO,
                                                      C   1    0   1     0     1     n(C0)    nc(C)




                                                                                     4H2O)
                                                                                     n(CO2)
                                       The product of  a  C x N, matrix and a N, x 1 matrix is a  C x 1 matrix; note that
                                       N, disappears as one of  the dimensions  of  the resultant  matrix. The amounts of
                                       components in a reaction  system are independent  variables  and consequently do
                                       not  change  during  a  chemical  reaction.  The  amounts  of  species  are dependent
                                       variables  because  their  amounts do change during chemical  reactions. Equation
                                        5.1-27  shows  that  A  is  the  transformation matrix  that  transforms  amounts  of
                                       species to amounts of  components. The order of  the columns  in  the A  matrix  is
                                       arbitrary, except that it is convenient to include all of  the elements in the species
                                        on the left  so that the canonical  form  can be obtained by  row reduction.  When
                                        the row-reduced form of A  is used, the amounts of  the components CO, H2, and
                                        CH,  can be calculated (see Problem  5.1).
                                           As an example of  a set of  chemical reactions in aqueous solution  that are of
                                        biochemical  interest, consider the hydrolysis  of  adenosine  triphosphate to aden-
                                        osine diphosphate and inorganic phosphate  in  the  neighborhood  of  pH  7. The
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