EEMCS

Home > Publications
Home University of Twente
Education
Research
Prospective Students
Jobs
Publications
Intranet (internal)
 
 Nederlands
 Contact
 Search
 Organisation

EEMCS EPrints Service


18122 Rare event simulation for highly dependable systems with fast repairs
Home Policy Brochure Browse Search User Area Contact Help

Reijsbergen, D.P. and de Boer, P.T. and Scheinhardt, W.R.W. and Haverkort, B.R.H.M. (2010) Rare event simulation for highly dependable systems with fast repairs. In: Proceedings of the Seventh International Conference on Quantitative Evaluation of SysTems (QEST) 2010, 15-18 Sep 2010, Williamsburg, Virginia. pp. 251-260. IEEE Press. ISBN 978-1-4244-8082-1

Full text available as:

PDF

234 Kb

Official URL: http://dx.doi.org/10.1109/QEST.2010.39

Exported to Metis

Abstract

Stochastic model checking has been used recently to assess, among others, dependability measures for a variety of systems. However, the employed numerical methods, as, e.g., supported by model checking tools such as PRISM and MRMC, suffer from the state-space explosion problem. The main alternative is statistical model checking, which uses standard simulation, but this performs poorly when small probabilities need to be estimated. Therefore, we propose a method based on importance sampling to speed up the simulation process in cases where the failure probabilities are small due to the high speed of the system's repair units. This setting arises naturally in Markovian models of highly dependable systems. We show that our method compares favourably to standard simulation, to existing importance sampling techniques and to the numerical techniques of PRISM.

Item Type:Conference or Workshop Paper (Full Paper, Talk)
Research Group:EWI-DACS: Design and Analysis of Communication Systems, EWI-SOR: Stochastic Operations Research
Research Program:CTIT-DSN: Dependable Systems and Networks
Research Project:McSTORES: Model Checking Stochastic Systems using Rare Event Simulation
Uncontrolled Keywords:Statistical model checking, Rare events, Importance sampling, Dependable systems
ID Code:18122
Status:Published
Deposited On:16 July 2010
Refereed:Yes
International:Yes
More Information:statisticsmetis

Export this item as:

To correct this item please ask your editor

Repository Staff Only: edit this item