Strategy for scalable scenarios modeling and calculation in early software reliability engineering

System scenarios derived from requirements specification play an important role in the early software reliability engineering. A great deal of research effort has been devoted to predict reliability of a system at early design stages. The existing approaches are unable to handle scalability and calc...

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Main Authors: Ali, Awad, Jawawi, Dayang N. A., Isa, Mohd. Adham
Format: Article
Language:English
Published: Penerbit UTM Press 2015
Subjects:
Online Access:http://eprints.utm.my/55568/1/AwadAli2015_StrategyforScalableScenariosModelingandCalculation.pdf
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author Ali, Awad
Jawawi, Dayang N. A.
Isa, Mohd. Adham
author_facet Ali, Awad
Jawawi, Dayang N. A.
Isa, Mohd. Adham
author_sort Ali, Awad
collection ePrints
description System scenarios derived from requirements specification play an important role in the early software reliability engineering. A great deal of research effort has been devoted to predict reliability of a system at early design stages. The existing approaches are unable to handle scalability and calculation of scenarios reliability for large systems. This paper proposes modeling of scenarios in a scalable way by using a scenario language that describes system scenarios in a compact and concise manner which can results in a reduced number of scenarios. Furthermore, it proposes a calculation strategy to achieve better traceability of scenarios, and avoid computational complexity. The scenarios are pragmatically modeled and translated to finite state machines, where each state machine represents the behaviour of component instance within the scenario. The probability of failure of each component exhibited in the scenario is calculated separately based on the finite state machines. Finally, the reliability of the whole scenario is calculated based on the components’ behaviour models and their failure information using modified mathematical formula. In this paper, an example related to a case study of an automated railcar system is used to verify and validate the proposed strategy for scalability of system modeling.
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spelling utm.eprints-555682017-11-01T04:16:58Z http://eprints.utm.my/55568/ Strategy for scalable scenarios modeling and calculation in early software reliability engineering Ali, Awad Jawawi, Dayang N. A. Isa, Mohd. Adham QA76 Computer software System scenarios derived from requirements specification play an important role in the early software reliability engineering. A great deal of research effort has been devoted to predict reliability of a system at early design stages. The existing approaches are unable to handle scalability and calculation of scenarios reliability for large systems. This paper proposes modeling of scenarios in a scalable way by using a scenario language that describes system scenarios in a compact and concise manner which can results in a reduced number of scenarios. Furthermore, it proposes a calculation strategy to achieve better traceability of scenarios, and avoid computational complexity. The scenarios are pragmatically modeled and translated to finite state machines, where each state machine represents the behaviour of component instance within the scenario. The probability of failure of each component exhibited in the scenario is calculated separately based on the finite state machines. Finally, the reliability of the whole scenario is calculated based on the components’ behaviour models and their failure information using modified mathematical formula. In this paper, an example related to a case study of an automated railcar system is used to verify and validate the proposed strategy for scalability of system modeling. Penerbit UTM Press 2015 Article PeerReviewed application/pdf en http://eprints.utm.my/55568/1/AwadAli2015_StrategyforScalableScenariosModelingandCalculation.pdf Ali, Awad and Jawawi, Dayang N. A. and Isa, Mohd. Adham (2015) Strategy for scalable scenarios modeling and calculation in early software reliability engineering. Jurnal Teknologi, 77 (9). pp. 139-148. ISSN 0127-9696 http://dx.doi.org/10.11113/jt.v77.6200 DOI:10.11113/jt.v77.6200
spellingShingle QA76 Computer software
Ali, Awad
Jawawi, Dayang N. A.
Isa, Mohd. Adham
Strategy for scalable scenarios modeling and calculation in early software reliability engineering
title Strategy for scalable scenarios modeling and calculation in early software reliability engineering
title_full Strategy for scalable scenarios modeling and calculation in early software reliability engineering
title_fullStr Strategy for scalable scenarios modeling and calculation in early software reliability engineering
title_full_unstemmed Strategy for scalable scenarios modeling and calculation in early software reliability engineering
title_short Strategy for scalable scenarios modeling and calculation in early software reliability engineering
title_sort strategy for scalable scenarios modeling and calculation in early software reliability engineering
topic QA76 Computer software
url http://eprints.utm.my/55568/1/AwadAli2015_StrategyforScalableScenariosModelingandCalculation.pdf
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AT jawawidayangna strategyforscalablescenariosmodelingandcalculationinearlysoftwarereliabilityengineering
AT isamohdadham strategyforscalablescenariosmodelingandcalculationinearlysoftwarereliabilityengineering