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422             ALGORITHMIC ANALYSIS OF QUEUEING MODELS

                of time that j customers are in orbit during a given service time when k customers were
                left behind in orbit at the completion of the previous service time.)
                  (b) Use generating functions to verify that
                                                  2     1
                                                 λ      α(z)
                                p 00 = (1 − ρ) exp  −         dz ,
                                                 ν  0 1 − λα(z)
                            ∞ −λt(1−z)

                where α(z) =  e      {1 − B(t)} dt.
                           0
                  (c) Instead of the M/G/1 queue with a linear retrial rate, consider the M/G/1 queue
                with a constant retrial rate. That is, retrials occur according to a Poisson process with rate
                ν when the orbit is not empty. Modify the above results. This problem is based on De Kok
                (1984).
                9.5 Consider the M/G/1 queue with exponential first service from Exercise 9.1 again.
                Assume that service is in order of arrival. Let W q (x) denote the limiting distribution function
                of the delay in queue of a customer.
                                                         p
                                                      ∞     j
                  (a) Verify that the generating function P(z) =  j=0 j z is given by
                                          p 0 [1 − λ(α(z) − zα 0 (z))]
                                    P(z) =                    ,
                                                1 − λα(z)
                            ∞ −λ(1−z)t                    ∞ −λ(1−z)t

                where α(z) =  0  e   {1 − B(t)} dt and α 0 (z) =  0  e  {1 − B 0 (t)} dt.
                  (b) Verify that the relation (2.5.14) also applies to the M/G/1 queue with server vacations,
                         (∞)      1
                where E(z L q  ) = p 0 + [P(z) − p 0 ]. Next prove that
                                  z
                             ∞  −sx             1         λp 0 (1 − b (s))
                                                                  ∗
                                                                  0
                               e  {1 − W q (x)} dx =  1 − p 0 −        ,
                                                                  ∗
                            0                    s        s − λ + λb (s)
                           
  ∞ −sx
                      ∗
                where b (s) =  e  b 0 (x) dx is the Laplace transform of the density of the exceptional
                      0     0
                                   
  ∞ −sx
                             ∗
                first service and b (s) =  0  e  b(x) dx is the Laplace transform of the density of the
                ordinary service.
                9.6 Consider again the M/G/1 queue with server vacations from Exercise 9.2. Assuming
                that service is in order of arrival, let W q (x) denote the limiting distribution function of the
                delay in queue of a customer.
                                   ∞      j            ∞      j
                  (a) Letting P 0 (z) =  p 0j z and P 1 (z) =  p 1j z , verify from the recursion
                                   j=0                 j=1
                scheme in Exercise 9.2 that
                                    1 − ρ                      λα(z)
                             P 0 (z) =  ν(z) and P 1 (z) = zP 0 (z)  ,
                                    E(V )                    1 − λα(z)
                            ∞ −λ(1−z)t                    ∞ −λ(1−z)t

                where ν(z) =  e      {1 − V (t)} dt and α(z) =  e  {1 − B(t)} dt. Argue
                           0                              0
                                                                                (∞)
                that relation (2.5.14) also applies to the M/G/1 queue with server vacations where E(z L q  )
                is given by P 0 (z) + P 1 (z)/z.
                  (b) Verify that the Laplace transform of 1 − W q (x) is given by
                                   ∞                  1 − η (s)ξ (s)
                                                              ∗
                                                          ∗

                                     −sx
                                    e   {1 − W q (x)} dx =
                                  0                         s
                where ξ (s) = (1 − ρ)s/[s − λ + λb (s)] and η (s) is the Laplace transform of the density
                      ∗
                                           ∗
                                                   ∗
                [1 − V (x)]/E(V ). Here b (s) is the Laplace transform of the service-time density, ξ (s)
                                                                                ∗
                                   ∗
                                                                           ∗
                corresponds to E(e −sD ∞  ) in the standard M/G/1 queue without vacations and η (s) is the
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