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David ParkerLecturerSchool of Computer Science University of Birmingham Edgbaston, Birmingham, B15 2TT Email: d.a.parker@cs.bham.ac.uk Tel: +44 (0) 121 41 47264 Office: 107 Office hours: Wed 12.30-1.30, Thu 3-4 |
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[KPZM04]
Marta Kwiatkowska, David Parker, Yi Zhang and Rashid Mehmood.
Dual-Processor Parallelisation of Symbolic Probabilistic Model Checking.
In Proc. 12th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS'04), pages 123-130, IEEE CS Press.
October 2004.
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Abstract.
In this paper, we describe the dual-processor parallelisation of a symbolic (BDD-based)
implementation of probabilistic model checking. We use multi-terminal BDDs,
which allow a compact representation of large, structured Markov chains.
We show that they also provide a convenient block decomposition of the Markov chain
which we use to implement a parallelised version of the Gauss-Seidel iterative method.
We provide experimental results on a range of case studies to illustrate the effectiveness of the technique,
observing an average speed-up of 1:8 with two processors.
Furthermore, we present an optimisation for our method based on preconditioning.
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