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
Link To Document :
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