Model checking of continuous-time Markov chains against timed automata specifications

Article


Chen, T., Han, T., Katoen, J., Mereacre, A. and Jagadeesan, R. 2011. Model checking of continuous-time Markov chains against timed automata specifications. Logical Methods in Computer Science. 7 (1). https://doi.org/10.2168/LMCS-7(1:12)2011
TypeArticle
TitleModel checking of continuous-time Markov chains against timed automata specifications
AuthorsChen, T., Han, T., Katoen, J., Mereacre, A. and Jagadeesan, R.
Abstract

We study the verification of a finite continuous-time Markov chain (CTMC) C against a linear real-time specification given as a deterministic timed automaton (DTA) A with finite or Muller acceptance conditions. The central question that we address is: what is the probability of the set of paths of C that are accepted by A, i.e., the likelihood that C satisfies A? It is shown that under finite acceptance criteria this equals the reachability probability in a finite piecewise deterministic Markov process (PDP), whereas for Muller acceptance criteria it coincides with the reachability probability of terminal strongly connected components in such a PDP. Qualitative verification is shown to amount to a graph analysis of the PDP. Reachability probabilities in our PDPs are then characterized as the least solution of a system of Volterra integral equations of the second type and are shown to be approximated by the solution of a system of partial differential equations. For single-clock DTA, this integral equation system can be transformed into a system of linear equations where the coefficients are solutions of ordinary differential equations. As the coefficients are in fact transient probabilities in CTMCs, this result implies that standard algorithms for CTMC analysis suffice to verify single-clock DTA specifications.

Research GroupFoundations of Computing group
JournalLogical Methods in Computer Science
ISSN1860-5974
Publication dates
Print29 Mar 2011
Publication process dates
Deposited27 Sep 2013
Output statusPublished
Digital Object Identifier (DOI)https://doi.org/10.2168/LMCS-7(1:12)2011
LanguageEnglish
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