Stochastic Timed Automata

A stochastic timed automaton is a purely stochastic process defined on a timed automaton, in which both delays and discrete choices are made randomly. We study the almost-sure model-checking problem for this model, that is, given a stochastic timed automaton A and a property $\Phi$, we want to decid...

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Main Authors: Nathalie Bertrand, Patricia Bouyer, Thomas Brihaye, Quentin Menet, Christel Baier, Marcus Groesser, Marcin Jurdzinski
Format: Article
Language:English
Published: Logical Methods in Computer Science e.V. 2014-12-01
Series:Logical Methods in Computer Science
Subjects:
Online Access:https://lmcs.episciences.org/1092/pdf
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author Nathalie Bertrand
Patricia Bouyer
Thomas Brihaye
Quentin Menet
Christel Baier
Marcus Groesser
Marcin Jurdzinski
author_facet Nathalie Bertrand
Patricia Bouyer
Thomas Brihaye
Quentin Menet
Christel Baier
Marcus Groesser
Marcin Jurdzinski
author_sort Nathalie Bertrand
collection DOAJ
description A stochastic timed automaton is a purely stochastic process defined on a timed automaton, in which both delays and discrete choices are made randomly. We study the almost-sure model-checking problem for this model, that is, given a stochastic timed automaton A and a property $\Phi$, we want to decide whether A satisfies $\Phi$ with probability 1. In this paper, we identify several classes of automata and of properties for which this can be decided. The proof relies on the construction of a finite abstraction, called the thick graph, that we interpret as a finite Markov chain, and for which we can decide the almost-sure model-checking problem. Correctness of the abstraction holds when automata are almost-surely fair, which we show, is the case for two large classes of systems, single- clock automata and so-called weak-reactive automata. Techniques employed in this article gather tools from real-time verification and probabilistic verification, as well as topological games played on timed automata.
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spelling doaj.art-f92695f2a20e4670973631558ddb9c082024-03-08T09:37:58ZengLogical Methods in Computer Science e.V.Logical Methods in Computer Science1860-59742014-12-01Volume 10, Issue 410.2168/LMCS-10(4:6)20141092Stochastic Timed AutomataNathalie Bertrandhttps://orcid.org/0000-0002-9957-5394Patricia BouyerThomas BrihayeQuentin MenetChristel Baierhttps://orcid.org/0000-0002-5321-9343Marcus GroesserMarcin JurdzinskiA stochastic timed automaton is a purely stochastic process defined on a timed automaton, in which both delays and discrete choices are made randomly. We study the almost-sure model-checking problem for this model, that is, given a stochastic timed automaton A and a property $\Phi$, we want to decide whether A satisfies $\Phi$ with probability 1. In this paper, we identify several classes of automata and of properties for which this can be decided. The proof relies on the construction of a finite abstraction, called the thick graph, that we interpret as a finite Markov chain, and for which we can decide the almost-sure model-checking problem. Correctness of the abstraction holds when automata are almost-surely fair, which we show, is the case for two large classes of systems, single- clock automata and so-called weak-reactive automata. Techniques employed in this article gather tools from real-time verification and probabilistic verification, as well as topological games played on timed automata.https://lmcs.episciences.org/1092/pdfcomputer science - logic in computer science
spellingShingle Nathalie Bertrand
Patricia Bouyer
Thomas Brihaye
Quentin Menet
Christel Baier
Marcus Groesser
Marcin Jurdzinski
Stochastic Timed Automata
Logical Methods in Computer Science
computer science - logic in computer science
title Stochastic Timed Automata
title_full Stochastic Timed Automata
title_fullStr Stochastic Timed Automata
title_full_unstemmed Stochastic Timed Automata
title_short Stochastic Timed Automata
title_sort stochastic timed automata
topic computer science - logic in computer science
url https://lmcs.episciences.org/1092/pdf
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AT quentinmenet stochastictimedautomata
AT christelbaier stochastictimedautomata
AT marcusgroesser stochastictimedautomata
AT marcinjurdzinski stochastictimedautomata