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474   CHAPTER 11 QUEUING MODELS




                                                                           j
                                                                       ð = Þ =j!
                                                                  P j ¼                             (11:31)
                                                                       k
                                                                      P     i
                                                                        ð = Þ =i!
                                                                      i¼0
                                     where

                                                ¼ the mean arrival rate
                                                ¼ the mean service rate for each channel
                                              k ¼ the number of channels
                                             P j ¼ the probability that j of the k channels are busy for j ¼ 0; 1; 2; :::; k
                    With no waiting allowed,  The most important probability value is P k , which is the probability that all k
                    operating characteristics  channels are busy. On a percentage basis, P k indicates the percentage of arrivals
                    L q and W q considered in
                    previous models are  that are blocked and denied access to the system.
                    automatically zero  Another operating characteristic of interest is the average number of units in the
                    regardless of the number  system; note that this number is equivalent to the average number of channels in
                    of service channels. In  use. Letting L denote the average number of units in the system, we have:
                    this situation, the more
                    important design
                    consideration involves
                    determining how the                            L ¼     ð1   P k Þ               (11:32)
                    percentage of blocked
                    customers is affected by
                    the number of service
                    channels.
                                     An Example Microdata Software, uses a telephone ordering system for its computer
                                     software products. Callers place orders with Microdata by using the company’s
                                     freephone telephone number. Assume that calls to this telephone number arrive at
                                     an average rate of l ¼ 12 calls per hour. The time required to process a telephone
                                     order varies considerably from order to order. However, each Microdata sales
                                     representative can be expected to handle an average of   ¼ six calls per hour.
                                     Currently, the Microdata freephone number has three internal lines or channels,
                                     each operated by a separate sales representative. Calls received on the freephone
                                     number are automatically transferred to an open line or channel if available.
                                       Whenever all three lines are busy, callers receive a busy signal. In the past,
                                     Microdata’s management assumed that callers receiving a busy signal would call
                                     back later. However, recent research on telephone ordering showed that a sub-
                                     stantial number of callers who are denied access do not call back later. These lost
                                     calls represent lost revenues for the firm, so Microdata’s management requested
                                     an analysis of the telephone ordering system. Specifically, management wanted to
                                     know the percentage of callers who get busy signals and are blocked from the
                                     system. If management’s goal is to provide sufficient capacity to handle 90 per
                                     cent of the callers, how many telephone lines and sales representatives should
                                     Microdata use?
                                       We can demonstrate the use of Equation (11.31) by calculating P 3 , the probability
                                     that all three of the currently available telephone lines will be in use and additional
                                     callers will be blocked:
                     EXCEL file                                ð = Þ =3!                1:3333
                                                                    3
                                                                12
                                            P 3 ¼                 6                   ¼      ¼ 0:2105
                        MICRODATA                12  0     12  1     12  2    12  3     6:3333
                                                ð = Þ =0! þð = Þ =1! þð = Þ =2! þð = Þ =3!
                                                                       6
                                                                                 6
                                                   6
                                                             6
                                     With P 3 ¼ 0.2105, approximately 21 per cent of the calls, or slightly more than one
                                     in five calls, are being blocked. Only 79 per cent of the calls are being handled
                                     immediately by the three-line system.
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