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Performability analysis of guarded-operation duration: a translation approach for reward model solutions

机译:守卫持续时间的性能分析:奖励模型解决方案的转换方法

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摘要

Performability measures are often defined for analyzing the worth of fault-tolerant systems whose performance is gracefully degradable. Accordingly, performability evaluation is inherently well suited for application of reward model solution techniques. On the other hand, the complexity of performability evaluation for solving engineering problems may prevent us from utilizing those techniques directly, suggesting the need for approaches that would enable us to exploit reward model solution techniques through problem transformation. In this paper, we present a performability modeling effort that analyzes the guarded-operation duration for onboard software upgrading. More specifically, we define a "performability index" Y that quantifies the extent to which the guarded operation with a duration φ reduces the expected total performance degradation. In order to solve for Y, we progressively translate its formulation until it becomes an aggregate of constituent measures conducive to efficient reward model solutions. Based on the reward-mapping-enabled intermediate model, we specify reward structures in the composite base model which is built on three stochastic activity network reward models. We describe the model-translation approach and show its feasibility for design-oriented performability modeling.
机译:通常定义可执行性度量来分析其性能可适当降低的容错系统的价值。因此,性能评估本质上非常适合于奖励模型解决方案技术的应用。另一方面,解决工程问题的性能评估的复杂性可能使我们无法直接利用这些技术,这表明需要使我们能够通过问题转化来利用奖励模型解决技术的方法。在本文中,我们提出了一种性能建模工作,该工作分析了板载软件升级的保护操作持续时间。更具体地说,我们定义了一个“性能指数” Y,该指数量化了持续时间为φ的受保护操作减少了预期的总体性能下降的程度。为了求解Y,我们逐步转换其公式,直到它成为有助于有效奖励模型解决方案的构成度量的总和。基于启用了奖励映射的中间模型,我们在基于三个随机活动网络奖励模型的复合基础模型中指定奖励结构。我们描述了模型转换方法,并显示了其在面向设计的性能建模中的可行性。

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