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Simulation and Modelling



                      Notes         Figures for q(•) and x(•) can be deduced

                                    q(t) = 0 and x(t) = 0 if and only if l(t) = 0
                                    Over the time interval (0, ):
                                    Time-averaged number in the node:

                                                                        1  
                                                                     l     l ( )dt
                                                                             t
                                                                          0
                                    Time-averaged number in the queue:
                                                                        1  
                                                                             t
                                                                     q     q ( )dt
                                                                          0
                                    Time-averaged number in service:
                                                                        1  
                                                                             t
                                                                     x     x ( )dt
                                                                          0
                                    Since l(t) = q(t) + x(t) for all t > 0

                                                                       x   0.28
                                    Sufficient to calculate any two of  , , .l q x


                                          Example
                                    1.   From Example 1 (with  = c10 = 376),
                                         l = 1.633 q = 0.710 x = 0.923
                                    2.   The average of numerous random observations (samples) of the number  in the service
                                         node should be close to l.
                                         (a)  Same holds for q and x
                                    3.   Server utilization: time-averaged number in service (x)

                                    4.   x also represents the probability the server is busy

                                    Little’s Theorem

                                    How are job-averaged and time-average statistics related?
                                    If   (a)  queue discipline is FIFO,
                                         (b)  service node capacity is infinite, and

                                         (c)  server is idle both at t = 0 and t = c
                                                                          n
                                    Then
                                            n c       n
                                              t
                                            l ( )dt    w i     and
                                           0          i 1
                                            n c        n
                                           0  q ( )dt   i 1 d i     and
                                               t

                                            n c        n
                                            x ( )dt    s i
                                               t
                                           0           i 1

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