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Reaction Rate Expression  173

                                Equations 3-232, 3-233, and 3-234 can be solved simultaneously
                              to determine the unknowns C , C , and C , which are the rate constant
                                                         O
                                                                    2
                                                             1
                              k, and the orders (a and b) of the reaction respectively. This type of
                              problem is best expedited using a computer program.  Appendix  A
                              reviews the multiple regression that is being employed to determine
                              the rate constant k and the orders (a and b) of the reaction.  The
                              computer program (PROG3) on the CD-ROM determines the rate
                              constant k and the orders (a and b) of the reaction. Other parameters
                              such as the reaction order, frequency factor k  and activation energy
                                                                        O,
                              E  can be determined using regression analysis.
                               a
                                                 NONLINEAR ANALYSIS

                                Another method for determining rate law parameters is to employ
                              a search for those parameter values that minimize the sum of the
                              squared difference of measured reaction rate and the calculated reac-
                              tion rate. In performing N experiments, the parameter values can be
                              determined (e.g., E , C , C , and C ) that minimize the quantity:
                                                   O
                                                               2
                                                        1
                                                a
                                               N
                                                       r
                                 σ =   s 2  =  ∑  (r im  − ) 2                          (3-235)
                                                       ic
                                  2
                                                    −
                                      NK          NK   − 1
                                        –
                                               = i  1
                                      2
                              where σ  = variance
                                      2
                                     s  = Σ (r  – r ) 2
                                             im   ic
                                     N = number of runs
                                     K = number of parameters to be determined
                                    r  = measured reaction rate for run i
                                     im
                                     r  = calculated reaction rate for run i
                                     ic
                                Nonlinear least squares curve fitting using the Microsoft Solver is
                              reviewed in Appendix B.
                                      WEIGHTED LEAST SQUARES ANALYSIS
                                A weighted least-squares analysis is used for a better estimate of
                              rate law parameters where the variance is not constant throughout the
                              range of measured variables. If the error in measurement is corrected,
                              then the relative error in the dependent variable will increase as the
                              independent variable increases or decreases.
                                Consider a first order reaction with the final concentration expressed
                                           –kt
                              by C  = C   e . If the error in concentration measurement is 0.01C  ,
                                  A    AO                                                   AO
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