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GOAL PROGRAMMING: SOLVING MORE COMPLEX PROBLEMS  607


                                      additional constraints. One is to ensure that the solution to the P 3 problem contin-
                                      ues to satisfy the priority level 1 goal and the second that the solution continues to
                                      satisfy the priority level 2 goal. The new formulation is then:

                                                   þ
                                           Min    d þ 2d
                                                   4    5
                                           s:t:
                                                             þ
                                                  2E þ  3N   d þ d                 ¼    680   Goal 1
                                                             1   1
                                                                 þ
                                                  2E þ  3N       d þ d             ¼    600   Goal 2
                                                                      2
                                                                 2
                                                                      þ
                                                250E þ 125N          d þ d         ¼ 70 000   Goal 3
                                                                      3   3
                                                                         þ
                                                   E                    d þ d      ¼    200   Goal 4
                                                                             4
                                                                         4
                                                                             þ

                                                         N                   d þ d ¼    120   Goal 5
                                                                             5    5
                                                            þ
                                                           d þ d   2               ¼      0   Priority level 1
                                                            1
                                                           d                       ¼      0   Priority level 1
                                                            3
                                                                            þ

                                                          þ
                                                     þ


                                                                þ

                                                                      þ

                                                E; N; d ; d ; d ; d ; d ; d ; d ; d ; d ; d   0
                                                     1  1  2  2  3  3  4  4  5  5
                                      Making these modifications to the P 1 problem, we obtain the solution to the P 3
                                      problem shown in Figure 14.5.
                                         Referring to Figure 14.5, we see the objective function value of 120 indicates
                                      that the priority level 3 goals cannot be achieved. Since D5MINUS ¼ 60, the
                                      optimal solution of E ¼ 250 and N ¼ 60 results in 60 fewer new customer contacts
                                      than desired. However, the fact that we solved the P 3 problem tells us the goal
                                      programming solution comes as close as possible to satisfying priority level 3 goals
                                      given the achievement of both the priority level 1 and 2 goals. Because all priority
                                      levels have been considered, the solution procedure is finished. The optimal
                                      solution for Suncoast is to contact 250 established customers and 60 new custom-
                                      ers. Although this solution will not achieve management’s goal of contacting at
                                      least 120 new customers, it does achieve each of the other goals specified. If
                                      management isn’t happy with this solution, a different set of priorities could be
                                      considered. Management must keep in mind, however, that in any situation involv-
                                      ing multiple goals at different priority levels, rarely will all the goals be achieved
                                      with existing resources.
                                      Figure 14.5 The Computer Solution of the P 3 Problem
                                          Objective Function Value = 120.000
                                                Variable               Value              Reduced Costs
                                             --------------       ---------------       -----------------
                                                D1PLUS                  0.000                 0.000
                                                D2MINUS                 0.000                 1.000
                                                E                     250.000                 0.000
                                                N                      60.000                 0.000
                                                D1MINUS                 0.000                 1.000
                                                D2PLUS                 80.000                 0.000
                                                D3PLUS                  0.000                 0.008
                                                D3MINUS                 0.000                 0.000
                                                D4PLUS                 50.000                 0.000
                                                D4MINUS                 0.000                 1.000
                                                D5PLUS                  0.000                 2.000
                                                D5MINUS                60.000                 0.000






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