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Efficient Reliability Analysis of Concurrent Software Applications Considering Software Architecture

机译:考虑软件架构的并发软件应用程序的高效可靠性分析

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摘要

Architecture-based reliability analysis of software applications is gaining prominence as it can provide valuable guidance to software architects during early design phases. Concurrent component execution is common among modern software applications, and hence, reliability analysis considering concurrency within the context of software architecture is essential. Our preliminary analysis approach considering concurrency suffers from state-space explosion; due to which it cannot be applied to practical software applications. This paper proposes solutions to the model specification and solution challenges arising from the state-space explosion problem. The specification challenge is alleviated using the Stochastic Reward Net (SRN) modelling paradigm which can intuitively and concisely represent concurrent software architecture at a higher level of abstraction. The computational challenge is alleviated by aggregating the original state space. Our illustrations show that aggregation introduces only a small inaccuracy into the reliability estimate, and hence, preserves the utility of the original model to produce design guidance via sensitivity analysis.
机译:基于架构的软件应用程序可靠性分析日益受到重视,因为它可以在早期设计阶段为软件架构师提供有价值的指导。并行组件执行在现代软件应用程序中很常见,因此,在软件体系结构范围内考虑并发性的可靠性分析至关重要。我们考虑并发性的初步分析方法遭受状态空间爆炸的困扰。因此,它不能应用于实际的软件应用程序。本文提出了针对模型规范的解决方案,以及因状态空间爆炸问题而引起的解决方案挑战。使用随机奖励网(SRN)建模范式可以减轻规范挑战,该范式可以在更高的抽象层次上直观,简洁地表示并发软件体系结构。通过汇总原始状态空间来缓解计算难题。我们的插图表明,聚合仅将很小的误差引入可靠性估计中,因此保留了原始模型通过敏感性分析产生设计指导的效用。

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