Title :
An algorithmic and numerical approach to bound the performance of high speed networks
Author :
Benmammoun, M. ; Fourneau, J.M. ; Pekergin, N. ; Troubnikoff, A.
Author_Institution :
PRiSM, Univ. de Versailles Saint-Quentin, France
Abstract :
Stochastic bounds and deterministic bounds (for instance network calculus) are promising methods to analyze QoS requirements for high speed networks. Indeed, it is sufficient to prove that a bound of the real performance satisfies the guarantee. However, stochastic bounds are quite difficult to prove and often require some sample-path proofs. We present a new method based on stochastic ordering, algorithmic derivation of simpler Markov chains, and numerical analysis of these chains. The performance indices defined by reward functions are stochastically bounded by reward functions computed on much simpler or smaller Markov chains. This leads to an important reduction of numerical complexity.
Keywords :
Markov processes; computational complexity; deterministic algorithms; matrix algebra; numerical analysis; quality of service; telecommunication network planning; Markov chains; QoS requirements; deterministic bounds; high speed networks; network calculus; performance bounds; reward functions; stochastic bounds; stochastic matrices; stochastic ordering; Distributed computing; High-speed networks; Matrix decomposition; Numerical analysis; Quality of service; Sparse matrices; State-space methods; Steady-state; Stochastic processes; Tensile stress;
Conference_Titel :
Modeling, Analysis and Simulation of Computer and Telecommunications Systems, 2002. MASCOTS 2002. Proceedings. 10th IEEE International Symposium on
Print_ISBN :
0-7695-1840-0
DOI :
10.1109/MASCOT.2002.1167098