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Distributed Response Time Analysis of GSPN Models with MapReduce

Oliver J. Haggarty, William J. Knottenbelt, Jeremy T. Bradley

Journal Article
SIMULATION
Volume 85
Issue 8
pp.497–509
August, 2009
Sage Publications, Inc.
DOI 10.1177/0037549709340785
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 GSPN's 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 Google's 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.

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