Dependence in packet queues

The burstiness of the total arrival process has been previously characterized in packet network performance models by the dependence among successive interarrival times. It is shown that associated dependence among successive service times and between service times and interarrival times also can be important for packet queues involving variable packet lengths. These dependence effects are demonstrated analytically by considering a multiclass single-server queue with batch-Poisson arrival processes. For this model and more realistic models of packet queues, insight is gained from heavy-traffic limit theorems. This study indicates that all three kinds of dependence should be considered in the analysis and measurement of packet queues involving variables packet lengths. Specific measurements are proposed for real systems and simulations. This study also indicates how to predict expected packet delays under heavy loads. Finally, this study is important for understanding the limitations of procedures such as the queuing network analyzer (QNA) for approximately describing the performance of queuing networks using the techniques of aggregation and decomposition. >

[1]  Ward Whitt,et al.  Characterizing Superposition Arrival Processes in Packet Multiplexers for Voice and Data , 1986, IEEE J. Sel. Areas Commun..

[2]  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.

[3]  Martin I. Reiman,et al.  Open Queueing Networks in Heavy Traffic , 1984, Math. Oper. Res..

[4]  Donald R. Smith,et al.  An Asymptotic Analysis of a Queueing System with Markov-Modulated Arrivals , 1986, Oper. Res..

[5]  W. Whitt Comparing batch delays and customer delays , 1983, The Bell System Technical Journal.

[6]  Ward Whitt,et al.  Ordinary CLT and WLLN Versions of L = λW , 1988, Math. Oper. Res..

[7]  S. Calo Message Delays in Repeated-Service Tandem Connections , 1981, IEEE Trans. Commun..

[8]  P. Billingsley,et al.  Convergence of Probability Measures , 1969 .

[9]  Ward Whitt,et al.  Some Useful Functions for Functional Limit Theorems , 1980, Math. Oper. Res..

[10]  D. Iglehart,et al.  The Equivalence of Functional Central Limit Theorems for Counting Processes and Associated Partial Sums , 1971 .

[11]  J. Kingman On Queues in Heavy Traffic , 1962 .

[12]  W. Whitt Queues with superposition arrival processes in heavy traffic , 1985 .

[13]  P. J. Fleming,et al.  An approximate analysis of sojourn times in the M/G/1 queue with round-robin service discipline , 1984, AT&T Bell Laboratories Technical Journal.

[14]  A. Paulson,et al.  The effect of correlated exponential service times on single server tandem queues , 1977 .

[15]  W. Whitt,et al.  The Queueing Network Analyzer , 1983, The Bell System Technical Journal.

[16]  Ward Whitt,et al.  Heavy Traffic Limit Theorems for Queues: A Survey , 1974 .

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

[18]  John Frank Charles Kingman,et al.  The single server queue in heavy traffic , 1961, Mathematical Proceedings of the Cambridge Philosophical Society.

[19]  D. Iglehart,et al.  Multiple channel queues in heavy traffic. II: sequences, networks, and batches , 1970, Advances in Applied Probability.

[20]  S. Albin On Poisson Approximations for Superposition Arrival Processes in Queues , 1982 .

[21]  Ronald W. Wolff,et al.  Poisson Arrivals See Time Averages , 1982, Oper. Res..

[22]  Izhak Rubin An Approximate Time-Delay Analysis for Packet-Switching Communication Networks , 1976, IEEE Trans. Commun..

[23]  Ward Whitt,et al.  Measurements and approximations to describe the offered traffic and predict the average workload in a single-server queue , 1989, Proc. IEEE.

[24]  B. W. Conolly,et al.  The Waiting Time Process for a Certain Correlated Queue , 1968, Oper. Res..

[25]  Clyde L. Monma,et al.  Backbone Network Design and Performance Analysis: A Methodology for Packet Switching Networks , 1986, IEEE J. Sel. Areas Commun..

[26]  David M. Lucantoni,et al.  A Markov Modulated Characterization of Packetized Voice and Data Traffic and Related Statistical Multiplexer Performance , 1986, IEEE J. Sel. Areas Commun..

[27]  J. Michael Harrison,et al.  Brownian Models of Queueing Networks with Heterogeneous Customer Populations , 1988 .

[28]  O. Boxma On a tandem queueing model with identical service times at both counters, II , 1979, Advances in Applied Probability.

[29]  Ward Whitt,et al.  Approximating a Point Process by a Renewal Process, I: Two Basic Methods , 1982, Oper. Res..

[30]  David Y. Burman,et al.  A Light-Traffic Theorem for Multi-Server Queues , 1983, Math. Oper. Res..

[31]  R. Serfozo Functional limit theorems for stochastic processes based on embedded processes , 1975, Advances in Applied Probability.

[32]  J. F. C. Kingman,et al.  Queue Disciplines in Heavy Traffic , 1982, Math. Oper. Res..

[33]  Susan L. Albin,et al.  Approximating a Point Process by a Renewal Process, II: Superposition Arrival Processes to Queues , 1984, Oper. Res..