DocumentCode
3639938
Title
GPU-PRISM: An Extension of PRISM for General Purpose Graphics Processing Units
Author
Dragan Bosnacki;Stefan Edelkamp;Damian Sulewski;Anton Wijs
Author_Institution
Eindhoven Univ. of Technol., Eindhoven, Netherlands
fYear
2010
Firstpage
17
Lastpage
19
Abstract
We present an extension of the model checker PRISM for (general purpose) graphics processing units (GPUs). The extension is based on parallel algorithms for probabilistic model checking which are tuned for GPUs. In particular, we parallelize the parts of the algorithms that boil down to linear algebraic operations, like solving systems of linear equations and matrix vector multiplication. These computations are performed very efficiently on GPGPUs which results inconsiderable runtime improvements compared to the standard versions of PRISM. We evaluated the extension of PRISM on several case studies in which we observed significant speedup over the standard CPU implementation of the tool.
Keywords
"Graphics processing unit","Probabilistic logic","Jacobian matrices","Computational modeling","Biological system modeling","Protocols","Vectors"
Publisher
ieee
Conference_Titel
Parallel and Distributed Methods in Verification, 2010 Ninth International Workshop on, and High Performance Computational Systems Biology, Second International Workshop on
Print_ISBN
978-1-4244-8753-0;978-0-7695-4265-2
Type
conf
DOI
10.1109/PDMC-HiBi.2010.11
Filename
5698465
Link To Document