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100                                        EXCEL: NUMERICAL METHODS



                   Calculation of the first or second derivative of a data set tends to emphasize
               the  llnoise"  in  the  data  set; that  is,  small  errors  in  the  measurements  become
               relatively much more important.  The central difference formula tends to reduce
               noise resulting from experimental error.
                   Points on a curve of x, y values for which the first derivative is a maximum, a
               minimum,  or zero  are  often  of  particular  importance  and  are  termed  critical
               points, that  is, points where the curvature  (the second derivative) changes  sign
               are termed  inflection points.  For example, in the analysis of data from an acid-
               base titration, the inflection point is used to determine the equivalence point.

               Calculating First and Second Derivatives

                   A pH titration (measured volumes of a base solution are added to a solution
               of an acid and the pH measured after each addition) is shown in Figure 6- 1, and a
               portion of the spreadsheet containing the titration data in Figure 6-2.  The end-
               point of the titration corresponds to the point on the curve with maximum slope,
               and  this  point  can  be  estimated  visually  in  Figure  6-1.  The first and  second
               derivatives of the data are commonly used to determine the inflection point of the
               curve mathematically.

                           14.0

                           12.0

                           10.0

                            8.0
                         I
                         P
                            6.0








                                0.0        1 .o       2.0         3.0        4.0
                                             Volume of 0.1000 M NaOH

                                     Figure 6-1.  Chart  of titration data.
                    (folder 'Chapter 06 Examples', workbook 'Derivs of Titration Data', worksheet 'Derivs')
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