Translation from UML to Markov model: A performance modeling framework

Razib Hayat Khan, Poul E. Heegaard

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

Performance engineering focuses on the quantitative investigation of the behavior of a system during the early phase of the system development life cycle. Bearing this on mind, we delineate a performance modeling framework of the application for communication system that proposes a translation process from high level UML notation to Continuous Time Markov Chain model (CTMC) and solves the model for relevant performance metrics. The framework utilizes UML collaborations, activity diagrams and deployment diagrams to be used for generating performance model for a communication system. The system dynamics will be captured by UML collaboration and activity diagram as reusable specification building blocks, while deployment diagram highlights the components of the system. The collaboration and activity show how reusable building blocks in the form of collaboration can compose together the service components through input and output pin by highlighting the behavior of the components and later a mapping between collaboration and system component identified by deployment diagram will be delineated. Moreover the UML models are annotated to associate performance related quality of service (QoS) information which is necessary for solving the performance model for relevant performance metrics through our proposed framework. The applicability of our proposed performance modeling framework in performance evaluation is delineated in the context of modeling a communication system.

Original languageEnglish
Title of host publicationInnovations in Computing Sciences and Software Engineering
PublisherKluwer Academic Publishers
Pages365-371
Number of pages7
ISBN (Print)9789048191116
DOIs
StatePublished - 2010
Externally publishedYes
Event2009 International Conference on Systems, Computing Sciences and Software Engineering, SCSS 2009, Part of the International Joint Conference on Computer, Information, and Systems Sciences, and Engineering, CISSE 2009 -
Duration: 4 Dec 200912 Dec 2009

Publication series

NameInnovations in Computing Sciences and Software Engineering

Conference

Conference2009 International Conference on Systems, Computing Sciences and Software Engineering, SCSS 2009, Part of the International Joint Conference on Computer, Information, and Systems Sciences, and Engineering, CISSE 2009
Period4/12/0912/12/09

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