论文标题

随机活动网络模板:支持性能模型的变异性

Stochastic Activity Networks Templates: Supporting Variability in Performability Models

论文作者

Montecchi, Leonardo, Lollini, Paolo, Bondavalli, Andrea

论文摘要

基于模型的评估广泛用于估计可靠系统的性能和可靠性。传统上,这些系统很小且独立,基于模型的评估的主要挑战是解决方案过程的效率。最近,指定和维护复杂模型的问题越来越受到关注,因为现代系统的特征是许多组件和复杂的相互作用。组件具有相似之处,但由于系统中的配置或角色不同,其行为的行为也有所不同。从建模的角度来看,变化导致多次复制和更改一小部分基本模型。仅通过定义样本模型并解释其可能的变化,仅非正式地考虑可变性。在本文中,我们解决了在性能模型中包括可变性的问题,重点是随机活动网络(SANS)。我们介绍了随机活动网络模板(SAN-T)的形式定义,这是一种基于SAN的形式主义,并增加了可变性方面。与其他方法不同,参数也会影响模型的结构,例如活动案例的数量。我们将SAN-T形式主义应用于环境监测基础架构的骨干网络的建模。特别是,我们展示了如何使用新引入的形式主义来概括文献中现有的SAN模型。

Model-based evaluation is extensively used to estimate performance and reliability of dependable systems. Traditionally, those systems were small and self-contained, and the main challenge for model-based evaluation has been the efficiency of the solution process. Recently, the problem of specifying and maintaining complex models has increasingly gained attention, as modern systems are characterized by many components and complex interactions. Components share similarities, but also exhibit variations in their behavior due to different configurations or roles in the system. From the modeling perspective, variations lead to replicating and altering a small set of base models multiple times. Variability is taken into account only informally, by defining a sample model and explaining its possible variations. In this paper we address the problem of including variability in performability models, focusing on Stochastic Activity Networks (SANs). We introduce the formal definition of Stochastic Activity Networks Templates (SAN-T), a formalism based on SANs with the addition of variability aspects. Differently from other approaches, parameters can also affect the structure of the model, like the number of cases of activities. We apply the SAN-T formalism to the modeling of the backbone network of an environmental monitoring infrastructure. In particular, we show how existing SAN models from the literature can be generalized using the newly introduced formalism.

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