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538   CHAPTER 12 SIMULATION


                                       Cell E17  Calculate the waiting time for customer 2 ¼ D17 C17
                                       Cell F17  Simulate the service time for customer 2 (normal distribution)
                                                 ¼NORMINV(RAND(),$B$8,$B$9)
                                       Cell G17  Calculate the completion time for customer 2 ¼ D17 þ F17
                                       Cell H17  Calculate the time in the system for customer 2 ¼ G17   C17
                                     Cells A17:H17 can be copied to cells A1015:H1015 in order to provide the 1000-
                                     customer simulation.
                                       Ultimately, summary statistics will be collected in order to describe the results of
                                     1000 customers. Before collecting the summary statistics, let us point out that most
                                     simulation studies of dynamic systems focus on the operation of the system during
                                     its long-run or steady-state operation. To ensure that the effect of start-up condi-
                                     tions are not included in the steady-state calculations, a dynamic simulation model is
                                     usually run for a specified period without collecting any data about the operation of
                                     the system. The length of the start-up period can vary depending on the application.
                                     For the Hong Kong Savings Bank ATM simulation, we treated the results for the
                                     first 100 customers as the start-up period. The simulation information for customer
                                     100 appears in row 115 of the spreadsheet. Cell G115 shows that the completion
                                     time for the 100th customer is 247.8. Thus the length of the start-up period is 247.8
                                     minutes.
                                       Summary statistics are collected for the next 900 customers corresponding to rows
                                     116 to 1015 of the spreadsheet. The following Excel formulas provided the summary
                                     statistics:

                                       Cell E1018  Number of customers who had to wait (i.e., waiting time > 0)
                                                  ¼COUNTIF(E116:E1015,‘‘>0’’)
                                       Cell E1019  Probability of waiting ¼ E1018/900
                                       Cell E1020  The average waiting time ¼ AVERAGE(E116:E1015)
                                       Cell E1021  The maximum waiting time ¼ MAX(E116:E1015)
                                       Cell E1022  The utilization of the ATM* ¼ SUM(F116:F1015)/(G1015–G115)
                                       Cell E1023  The number of customers who had to wait more than one minute
                                                  ¼COUNTIF(E116:E1015,‘‘>1’’)
                                       Cell E1024  Probability of waiting more than one minute ¼ E1023/900
























                                     *The proportion of time the ATM is in use is equal to the sum of the 900 customer service times in column F
                                     divided by the total elapsed time required for the 900 customers to complete service. This total elapsed time is
                                     the difference between the completion time of customer 1000 and the completion time of customer 100.




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