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Simulation Optimization Using a Hybrid Scheme …             135
























                       Figure 3. Labor management submodel.

                          The internal supply chain submodel consists of two overlapping constructs. The first
                       construct is the materials ordering and inventory. The state variables for this part of the
                       model are Parts on Order, and Parts Inventory. The usage rate of parts (raw material)
                       being  taken  from  Parts  Inventory,  to  be  converted  into  semi  finished  products  (WIP
                       inventory) is given by the Production Start Rate. The second construct is the production
                       planning. This part of the model regulates the WIP inventory at the Preforms and Presses
                       departments to ensure smooth production rate and the availability of the final products for
                       shipping. The state variables of this part of the model are Preforms WIP and Presses WIP
                       and Finished Goods Inventory.


                       Current Policy and SC Instability

                          The set of parameters in Table 1 defines the current policy for this supply chain.

                                        Table 1. Parameter values for the current policy

                        Parameter                                             Value       Unit
                        Desired Days Supply of Parts Inventory                2           Weeks
                        Time to Correct Parts Inventory                       1           Weeks
                        Preforms Cycle Time                                   3           Weeks
                        Presses Cycle Time                                    3           Weeks
                        Time to Correct Inventory                             1           Weeks
                        Supplier Delivery Delay                               2           Weeks
                        Time to Adjust Labor                                  1           Weeks
                        Labor Recruiting Delay                                5           Weeks
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