Subexponential asymptotics of a Markov-modulated random walk with queueing applications

Let {(Xn, Jn )} be a stationary Markov-modulated random walk on × E (E is finite), defined by its probability transition matrix measure F ={ F ij }, F ij (B) = [X1 ∈ B, J1 = j | J0 = i], B ∈ ( ), i, j ∈ E .I fF ij ([x, ∞))/(1 − H (x)) → W ij ∈ [0, ∞) ,a sx →∞ , for some long-tailed distribution function H , then the ascending ladder heights matrix distribution G+(x) (right Wiener–Hopf factor) has long-tailed asymptotics. If Xn 0, and H (x) is a subexponential distribution function, then the asymptotic behavior of the supremum of this random walk is the same as in the i.i.d. case, and it is given by [supn≥0 Sn > x ]→ (− Xn ) −1 ∞ x [Xn > u] du as x →∞ ,w hereSn = n Xk , S0 = 0. Two general queueing applications of this result are given. First, if the same asymptotic conditions are imposed on a Markov–modulated G/G/1 queue, then the waiting time distribution has the same asymptotics as the waiting time distribution of a GI / GI /1 queue, i.e., it is given by the integrated tail of the service time distribution function divided by the negative drift of the queue increment process. Second, the autocorrelation function of a class of processes constructed by embedding a Markov chain into a subexponential renewal process, has a subexponential tail. When a fluid flow queue is fed by these processes, the queue-length distribution is asymptotically proportional to its autocorrelation function.

[1]  Kai Lai Chung,et al.  Markov Chains with Stationary Transition Probabilities , 1961 .

[2]  K. Chung The generating function , 1960 .

[3]  R. M. Loynes,et al.  The stability of a queue with non-independent inter-arrival and service times , 1962, Mathematical Proceedings of the Cambridge Philosophical Society.

[4]  Michel Loève,et al.  Probability Theory I , 1977 .

[5]  V. Chistyakov A Theorem on Sums of Independent Positive Random Variables and Its Applications to Branching Random Processes , 1964 .

[6]  D. J. Bartholomew,et al.  An Introduction to Probability Theory and its Applications , 1967 .

[7]  K. Athreya,et al.  Multi-Type Branching Processes , 1972 .

[8]  J. Cohen SOME RESULTS ON REGULAR VARIATION FOR DISTRIBUTIONS IN QUEUEING AND FLUCTUATION THEORY , 1973 .

[9]  A. Pakes ON THE TAILS OF WAITING-TIME DISTRIBUTIONS , 1975 .

[10]  Aleksandr Alekseevich Borovkov,et al.  Stochastic processes in queueing theory , 1976 .

[11]  N. Veraverbeke Asymptotic behaviour of Wiener-Hopf factors of a random walk , 1977 .

[12]  P. Billingsley,et al.  Probability and Measure , 1980 .

[13]  Charles M. Goldie,et al.  Subexponentiality and infinite divisibility , 1979 .

[14]  K. Arndt,et al.  Asymptotic Properties of the Distribution of the Supremum of a Random Walk on a Markov Chain , 1981 .

[15]  Patrick Billingsley,et al.  Probability and Measure. , 1986 .

[16]  Daren B. H. Cline,et al.  Convolution tails, product tails and domains of attraction , 1986 .

[17]  Daren B. H. Cline,et al.  Convolutions of Distributions With Exponential and Subexponential Tails , 1987, Journal of the Australian Mathematical Society. Series A. Pure Mathematics and Statistics.

[18]  M. Meerschaert Regular Variation in R k , 1988 .

[19]  C. Klüppelberg Subexponential distributions and integrated tails. , 1988 .

[20]  Claudia Klüppelberg,et al.  Subexponential distributions and characterizations of related classes , 1989 .

[21]  Søren Asmussen,et al.  Ladder heights and the Markov-modulated M/G/1 queue☆ , 1991 .

[22]  E. Willekens,et al.  Asymptotic expansions for waiting time probabilities in an M/G/1 queue with long-tailed service time , 1992, Queueing Syst. Theory Appl..

[23]  P. Glynn,et al.  Logarithmic asymptotics for steady-state tail probabilities in a single-server queue , 1994, Journal of Applied Probability.

[24]  Walter Willinger,et al.  Analysis, modeling and generation of self-similar VBR video traffic , 1994, SIGCOMM.

[25]  C. Klüppelberg,et al.  Large claims approximations for risk processes in a Markovian environment , 1994 .

[26]  Ward Whitt,et al.  Waiting-time tail probabilities in queues with long-tail service-time distributions , 1994, Queueing Syst. Theory Appl..

[27]  J. A. Salvato John wiley & sons. , 1994, Environmental science & technology.

[28]  Mark W. Garrett,et al.  Modeling and generation of self-similar vbr video traffic , 1994, SIGCOMM 1994.

[29]  T. V. Lakshman,et al.  Fundamental Bounds and Approximations for ATM Multiplexers with Applications to Video Teleconferencing , 1995, IEEE J. Sel. Areas Commun..

[30]  Predrag R. Jelenkovic,et al.  Multiple time scales and subexponentiality in MPEG video streams , 1996 .