具有时间依赖性的安全关键型自适应系统的概率分析

R. Adler, D. Domis, M. Furster, M. Trapp
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引用次数: 4

摘要

动态适应意味着组件在运行时被重新配置。因此,系统满足其功能和安全需求的程度取决于运行时的当前系统配置。违背功能需求的概率与每个需求的重要因素相结合,为我们提供了可靠性的度量。同样,违反安全要求的程度可以作为安全的衡量标准。这些度量可以很容易地根据可能的系统配置的概率推导出来。为此,我们引入了一种新的概率分析技术,该技术基于故障树、二进制决策图(bdd)和马尔可夫链来确定配置概率。通过我们最近的工作,我们已经能够确定系统的配置概率,但我们忽略了时间方面。时间延迟对适应行为有影响,并且是处理循环依赖所必需的。本文的贡献是将分析扩展到具有时间延迟的模型。该技术建立在运行时自适应系统(MARS)的方法和体系结构之上,这是我们用于在设计时指定系统的自适应行为的建模概念。本文的结果确定了配置概率,这是量化自适应系统实现功能和安全要求所必需的。
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Probabilistic analysis of safety-critical adaptive systems with temporal dependences
Dynamic adaptation means that components are reconfigured at run time. Consequently, the degree to which a system fulfils its functional and safety requirements depends on the current system configuration at run time. The probability of a violation of functional requirements in combination with an importance factor for each requirement gives us a measure for reliability. In the same way, the degree of violation of safety requirements can be a measure for safety. These measures can easily be derived based on the probabilities of possible system configurations. For this purpose, we are introducing a new probabilistic analysis technique that determines configuration probabilities based on Fault trees, Binary Decision Diagrams (BDDs) and Markov chains. Through our recent work we have been able to determine configuration probabilities of systems but we neglected timing aspects . Timing delays have impact on the adaptation behavior and are necessary to handle cyclic dependences. The contribution of the present article is to extend analysis towards models with timing delays. This technique builds upon the Methodologies and Architectures for Runtime Adaptive Systems (MARS) , a modeling concept we use for specifying the adaptation behavior of a system at design time. The results of this paper determine configuration probabilities, that are necessary to quantify the fulfillment of functional and safety requirements by adaptive systems.
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