DocumentCode
478420
Title
Distributed response time analysis of GSPN models with MapReduce
Author
Haggarty, Oliver J. ; Knottenbelt, William J. ; Bradley, Jeremy T.
Author_Institution
Dept. of Comput., Imperial Coll. of Sci., Technol. & Med., London
fYear
2008
fDate
16-18 June 2008
Firstpage
82
Lastpage
90
Abstract
Generalised stochastic Petri nets (GSPNs) are widely used in the performance analysis of computer and communications systems. Response time densities and quantiles are often key outputs of such analysis. These can be extracted from a GSPNpsilas underlying semi-Markov process using a method based on numerical Laplace transform inversion. This method typically requires the solution of thousands of systems of complex linear equations, each of rank n, where n is the number of states in the model. For large models substantial processing power is needed and the computation must therefore be distributed. This paper describes the implementation of a response time analysis module for the platform independent Petri net editor (PIPE2) which interfaces with Hadoop, an open source implementation of Googlepsilas Mapreduce distributed programming environment, to provide distributed calculation of response time densities in GSPN models. The software is validated with analytically calculated results as well as simulated ones for larger models. Excellent scalability is shown.
Keywords
Laplace transforms; Markov processes; Petri nets; distributed programming; stochastic processes; GSPN; Hadoop; Laplace transform inversion; MapReduce; complex linear equations; distributed programming; generalised stochastic Petri nets; platform independent Petri net editor; response time analysis module; semiMarkov process; Analytical models; Delay; Distributed computing; Laplace equations; Open source software; Performance analysis; Petri nets; Power system modeling; Programming environments; Stochastic systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Performance Evaluation of Computer and Telecommunication Systems, 2008. SPECTS 2008. International Symposium on
Conference_Location
Edinburgh
Print_ISBN
978-1-56555-320-0
Type
conf
Filename
4667547
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