Fuzzy Reliability Model for Component-Based Software Systems

A. Dimov, S. Punnekkat
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引用次数: 26

Abstract

Component-based software engineering has been projected off-late as an appropriate paradigm for embedded systems development. However this becomes feasible only if the dependability attributes, such as reliability, of embedded systems can be properly estimated and guaranteed using appropriate models. Another recent trend is the prevalence of architectural modelling of software systems due to the advantages such as composability reasoning and analysis of system behaviour as well as the flexibility and reusability of models. However, a major issue is that there exist uncertainty in the reliability parameters associated with the traditional testing-based approaches for particular architectural entities (e.g. components and/or connectors). In this context, we propose a new approach for the reliability estimation of component-based software systems, which steps on an architectural model of the system using Generalized Nets. This notation is a generalization of Petri nets and is an all-purpose formal modelling technique for the description of parallel phenomena. For the reliability description, we apply possibility theory, which has the potential to solve the uncertainty aspect. This is based on fuzzy sets and describes reliability properties of software components in systems architecture with fuzzy measures.
基于组件的软件系统模糊可靠性模型
基于组件的软件工程作为嵌入式系统开发的合适范例已经被推迟了。然而,只有当嵌入式系统的可靠性属性(如可靠性)能够使用适当的模型进行适当的估计和保证时,这才是可行的。另一个最近的趋势是软件系统的架构建模的流行,这是由于诸如系统行为的可组合性、推理和分析以及模型的灵活性和可重用性等优点。然而,一个主要问题是,对于特定的体系结构实体(例如组件和/或连接器),与传统的基于测试的方法相关的可靠性参数存在不确定性。在此背景下,我们提出了一种基于组件的软件系统可靠性评估的新方法,该方法基于系统的体系结构模型,使用广义网络。这种符号是Petri网的推广,是一种描述并行现象的通用形式化建模技术。对于可靠性的描述,我们采用可能性理论,它有可能解决不确定性方面的问题。该方法基于模糊集,用模糊度量来描述系统架构中软件组件的可靠性特性。
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