Accuracy of Strong and Weak Comparisons for Network of Queues

Quality of performance measure bounds is crucial for an accurate dimensioning of computer network resources. We study stochastic comparisons of multidimensional Markov processes for which quantitative analysis could be intractable if there is no specific solution form. On partially ordered state space, different stochastic orderings can be defined as the strong or the less constrained weak ordering. The goal of the present paper is to compare these two orderings with respect the quality of derived bounds. We propose to study a system similar to a Jackson network except that queues have finite capacity. Different bounding systems are built either in the sense of the strong ordering with hard constraints, or in the sense of the weak ordering with less ones. The proofs of the stochastic comparisons are done using the coupling and the increasing set methods, with an intuitive event based formalism. The qualities of bounding systems are compared regarding to blocking probabilities.

[1]  Torgny Lindvall Stochastic Monotonicities in Jackson Queueing Networks , 1997 .

[2]  Ad Ridder,et al.  Weak stochastic ordering for multidimensional Markov chains , 1995, Oper. Res. Lett..

[3]  Michel Doisy,et al.  Comparaison de processus markoviens , 1992 .

[4]  William A. Massey,et al.  New stochastic orderings for Markov processes on partially ordered spaces , 1984, The 23rd IEEE Conference on Decision and Control.

[5]  William A. Massey A FAMILY OF BOUNDS FOR THE TRANSIENT BEHAVIOR OF A JACKSON NETWORK , 1986 .

[6]  Hind Castel-Taleb,et al.  Weak Stochastic Comparisons for Performability Verification , 2009, ASMTA.

[7]  Leon G. Higley,et al.  Forensic Entomology: An Introduction , 2009 .

[8]  Servet Martínez,et al.  Stochastic domination and Markovian couplings , 2000 .

[9]  T. Lindvall Lectures on the Coupling Method , 1992 .

[11]  Hind Castel-Taleb,et al.  Stochastic comparisons: A methodology for the performance evaluation of fixed and mobile networks , 2008, Comput. Commun..

[12]  William A. Massey,et al.  An operator-analytic approach to the Jackson network , 1984, Journal of Applied Probability.

[13]  Hind Castel-Taleb,et al.  Stochastic Monotonicity in Queueing Networks , 2009, EPEW.

[14]  Allan Clark,et al.  State-Aware Performance Analysis with eXtended Stochastic Probes , 2008, EPEW.

[15]  Ward Whitt,et al.  Comparison methods for queues and other stochastic models , 1986 .

[16]  Hind Castel-Taleb,et al.  Performance measure bounds in mobile networks by state space reduction , 2005, 13th IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems.

[17]  P. Rousseeuw,et al.  Wiley Series in Probability and Mathematical Statistics , 2005 .

[18]  Jean-Michel Fourneau,et al.  An Algorithmic Approach to Stochastic Bounds , 2002, Performance.

[19]  Hind Castel-Taleb,et al.  Loss rates bounds for IP switches in MPLS networks , 2006, IEEE International Conference on Computer Systems and Applications, 2006..

[20]  H. Castel-Taleb,et al.  Aggregated bounding Markov processes applied to the analysis of tandem queues , 2007, Valuetools 2007.

[21]  Moshe Shaked,et al.  Stochastic orders and their applications , 1994 .