Stochastic bounds for switched Bernoulli batch arrivals observed through measurements

Farah Aït-Salaht, Hind Castel-Taleb, Jean Michel Fourneau, Nihal Pekergin

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We generalise to non stationary traffics an approach that we have previously proposed to derive performance bounds of a queue under histogram-based input traffics. We use strong stochastic ordering to derive stochastic bounds on the queue length and the output traffic. These bounds are valid for transient distributions of these measures and also for the steady-state distributions when they exist. We provide some numerical techniques under arrivals modelled by a Switched Batch Bernoulli Process (SBBP). Unlike approximate methods, these bounds can be used to check if the Quality of Service constraints are satisfied or not. Our approach provides a tradeoff between the accuracy of results and the computational complexity and it is much faster than the histogram-based simulation proposed in the literature.

Original languageEnglish
Title of host publicationAnalytical and Stochastic Modelling Techniques and Applications - 24th International Conference, ASMTA 2017, Proceedings
EditorsNigel Thomas, Matthew Forshaw
PublisherSpringer Verlag
Pages1-15
Number of pages15
ISBN (Print)9783319614274
DOIs
Publication statusPublished - 1 Jan 2017
Externally publishedYes
Event24th International Conference on Analytical and Stochastic Modelling Techniques and Applications, ASMTA 2017 - Newcastle-upon-Tyne, United Kingdom
Duration: 10 Jul 201711 Jul 2017

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume10378 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference24th International Conference on Analytical and Stochastic Modelling Techniques and Applications, ASMTA 2017
Country/TerritoryUnited Kingdom
CityNewcastle-upon-Tyne
Period10/07/1711/07/17

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