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MORE THAN TWO DECISION VARIABLES  113


                                      Figure 3.13 The Management Scientist Solution for the KCC Problem

                                           Objective Function Value =             597.297

                                               Variable               Value              Reduced Costs
                                            --------------       ---------------       -----------------
                                                   S                       3.514                   0.000
                                                   E                       0.946                   0.000
                                                   A                       1.541                   0.000
                                              Constraint          Slack/Surplus           Dual Prices
                                            --------------       ---------------       -----------------
                                                   1                       0.000                –121.622
                                                   2                       3.554                   0.000
                                                   3                       0.000                –195.946
                       EXCEL file                  4                       0.000                   91.92
                            KCC            OBJECTIVE COEFFICIENT RANGES

                                           Variable      Lower Limit     Current Value     Upper Limit
                                         ------------  ---------------  ---------------  ---------------
                                               S               –39.286            25.00   No Upper Limit
                                               E        No Lower Limit            50.00            92.50
                                               A               152.174           300.00   No Upper Limit

                                           RIGHT HAND SIDE RANGES

                                          Constraint     Lower Limit     Current Value     Upper Limit
                                         ------------  ---------------  ---------------  ---------------
                                               1                 1.143            3.000            3.368
                                               2        No Lower Limit            6.000            9.554
                                               3                 2.100            4.000            4.875
                                               4                 5.562            6.000            8.478




                                      Note that after rounding, this result is the same as the objective function value in the
                                      computer output (Figure 3.13).
                                         Looking at the Slack/Surplus section of the computer output, we find a value of
                                      3.554 for constraint 2. Because constraint 2 is a greater-than-or-equal-to constraint,
                                      3.554 is the surplus; the optimal solution exceeds the minimum daily diet requirement
                                      for ingredient B (six units) by 3.554 units. Because the surplus values for constraints 1
                                      and 3 are both zero, we see that the optimal diet just meets the minimum require-
                                      ments for ingredients A and C; moreover, a slack value of zero for constraint 4 shows
                                      that the optimal solution provides a total daily feed weight of six kilos.
                                         The dual price (after rounding) for the ingredient A constraint (constraint 1)
                                      is  121.62. To interpret this value properly, we first look at the sign; it is negative,
                                      and so we know that increasing the right-hand side of constraint 1 will cause the
                                      solution value to worsen. In a minimization problem, ‘worsen’ means that the total
                                      daily cost will increase, and therefore, a one-unit increase in the right-hand side of
                                      constraint 1 will increase the total cost of the daily diet by 121.62 sh. Conversely, it is
                                      also correct to conclude that a decrease of one unit in the right-hand side will
                                      decrease the total cost by the same amount. Looking at the RIGHT HAND SIDE
                                      RANGES section of the computer output, we see that these interpretations are valid
                                      as long as the right-hand side is between 1.143 and 3.368.





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