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MAPE-K Formal Templates to Rigorously Design Behaviors for Self-Adaptive Systems

机译:MAPE-K形式模板,用于严格设计自适应系统的行为

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摘要

Designing software systems that have to deal with dynamic operating conditions, such as changing availability of resources and faults that are difficult to predict, is complex. A promising approach to handle such dynamics is self-adaptation that can be realized by a MAPE-K feedback loop (Monitor-Analyze-Plan-Execute plus Knowledge). To provide evidence that the system goals are satisfied, given the changing conditions, the state of the art advocates the use of formal methods. However, little research has been done on consolidating design knowledge of self-adaptive systems. To support designers, this paper contributes with a set of formally specified MAPE-K templates that encode design expertise for a family of self-adaptive systems. The templates comprise: (1) behavior specification templates for modeling the different components of a MAPE-K feedback loop (based on networks of timed automata), and (2) property specification templates that support verification of the correctness of the adaptation behaviors (based on timed computation tree logic). To demonstrate the reusability of the formal templates, we performed four case studies in which final-year Masters students used the templates to design different self-adaptive systems.
机译:设计必须处理动态操作条件(例如更改资源的可用性和难以预测的故障)的软件系统很复杂。处理这种动态变化的一种有前途的方法是自适应,可以通过MAPE-K反馈循环(监视-分析-计划-执行加知识)来实现。为了提供在满足不断变化的条件的情况下满足系统目标的证据,现有技术提倡使用形式化方法。但是,关于整合自适应系统的设计知识的研究很少。为了支持设计人员,本文提供了一组正式指定的MAPE-K模板,这些模板编码了一系列自适应系统的设计专业知识。模板包括:(1)用于对MAPE-K反馈回路的不同组件建模的行为规范模板(基于定时自动机网络),以及(2)支持验证适应行为的正确性的属性规范模板(基于定时计算树逻辑)。为了证明正式模板的可重用性,我们进行了四个案例研究,其中,硕士研究生使用该模板来设计不同的自适应系统。

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