Numerical Solution of Piecewise-Stationary Mt/Gt/1 Queues

We develop an algorithm for computing the (exact) cumulative distribution function of the time-dependent workload in a piecewise-stationary Mt/Gt/1 queue with a work-conserving service discipline and general service-time distributions, where service times are determined at arrival instants. The t subscripts indicate that the arrival rate and the general service-time distribution may change with time, but we allow changes only at finitely many time points. The algorithm is based on numerical transform inversion, using the classical Takacs double-transform of the transient workload in an M/G/1 queue recursively over the successive stationary intervals. In particular, we apply our recently developed Fourier-series-based inversion algorithms for two-dimensional transforms and nested one-dimensional transforms. We also do additional work to greatly speed up the computation while tightly controlling the error. As a consequence, the computation time grows only quadratically with the number of intervals. The algo...

[1]  Tomasz Rolski,et al.  Approximation of periodic queues , 1987, Advances in Applied Probability.

[2]  Ward Whitt,et al.  Solving probability transform functional equations for numerical inversion , 1992, Oper. Res. Lett..

[3]  Gagan L. Choudhury,et al.  Numerical Computation of the Moments of a Probability Distribution from its Transform , 1996, Oper. Res..

[4]  Ward Whitt,et al.  Sensitivity to the Service-Time Distribution in the Nonstationary Erlang Loss Model , 1995 .

[5]  Søren Asmussen,et al.  Risk Theory in a Periodic Environment: The Cramér-Lundberg Approximation and Lundberg's Inequality , 1994, Math. Oper. Res..

[6]  Ward Whitt,et al.  Computing Distributions and Moments in Polling Models by Numerical Transform Inversion , 1996, Perform. Evaluation.

[7]  G. F. Newell,et al.  Introduction to the Theory of Queues. , 1963 .

[8]  Ward Whitt,et al.  Numerical Transform Inversion to Analyze Teletraffic Models , 1994 .

[9]  Michael R. Taaffe,et al.  Nonstationary queues with Interrrupted Poisson arrivals and unreliable/repairable servers , 1989, Queueing Syst. Theory Appl..

[10]  Tomasz Rolski,et al.  Queues with nonstationary inputs , 1989, Queueing Syst. Theory Appl..

[11]  Andrzej Duda,et al.  Diffusion Approximations for Time-Dependent Queueing Systems , 1986, IEEE J. Sel. Areas Commun..

[12]  Austin J. Lemoine,et al.  WAITING TIME AND WORKLOAD IN QUEUES WITH PERIODIC POISSON INPUT , 1989 .

[13]  C. K. Yuen,et al.  Theory and Application of Digital Signal Processing , 1978, IEEE Transactions on Systems, Man, and Cybernetics.

[14]  R. R. P. Jackson,et al.  Introduction to the Theory of Queues , 1963 .

[15]  Peter Kolesar,et al.  Some Effects of Nonstationarity on Multiserver Markovian Queueing Systems , 1991, Oper. Res..

[16]  W. Whitt,et al.  MULTI-DIMENSIONAL TRANSFORM INVERSION WITH APPLICATIONS TO THE TRANSIENT M / G / 1 QUEUE , 1994 .

[17]  M. R. Taaffe,et al.  Approximating nonstationaryPh(t)/M(t)/s/c queueing systems , 1987 .

[18]  W. Whitt,et al.  The transient BMAP/G/l queue , 1994 .

[19]  W. Whitt,et al.  Multidimensional Transform Inversion with Applications to the Transient M/G/1 Queue , 1994 .

[20]  Donald Gross,et al.  The Randomization Technique as a Modeling Tool and Solution Procedure for Transient Markov Processes , 1984, Oper. Res..

[21]  Ward Whitt,et al.  Computing transient and steady-state distributions in polling models by numerical transform inversion , 1995, Proceedings IEEE International Conference on Communications ICC '95.

[22]  Ji Zhang,et al.  The transient solution of time-dependent M/M/1 queues , 1991, IEEE Trans. Inf. Theory.

[23]  Bernard O. Koopman,et al.  Air-Terminal Queues under Time-Dependent Conditions , 1972, Oper. Res..

[24]  Ward Whitt,et al.  The Fourier-series method for inverting transforms of probability distributions , 1992, Queueing Syst. Theory Appl..

[25]  Ward Whitt,et al.  Q/sup 2/: a new performance analysis tool exploiting numerical transform inversion , 1995, MASCOTS '95. Proceedings of the Third International Workshop on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems.

[26]  Ward Whitt,et al.  Transient Behavior of the M/G/1 Workload Process , 1994, Oper. Res..

[27]  Lajos Takcas Introduction to the Theory of Queues , 1962 .

[28]  Conny Palm Intensity variations in telephone traffic , 1988 .