自主系统自适应决策方法研究

I. Abdennadher, I. Rodriguez, M. Jmaiel, Mariano Vargas-Santiago, S. Hernández
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引用次数: 1

摘要

自主计算范式的出现是为了解决当今动态异构和无处不在的系统的复杂性。当环境发生变化时,基于MAPE-K循环的自主系统体系结构可以动态地自适应。但是,必须在MAPE-K循环的各个阶段内做出决策,因此必须适合合适的体系结构。正在进行的研究根据系统的上下文变化做出决策,并且在不同领域得到了很好的研究,然而,大多数研究使用的是预定义的决策,这些决策不能涵盖所有的上下文变化或仅支持非常特定类型的应用程序的决策。在这项工作中,我们提出了一种在自主计算的背景下处理MAPE-K循环中必须采取的系统适应决策的方法。系统的特殊架构配置依赖于上述循环的分析、计划和执行阶段所采取的一致决策。自治系统经历动态环境变化,因此决策会导致系统的架构配置走向成功或失败。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards a Decision Approach for Autonomic Systems Adaptation
The autonomic computing paradigm arises to tackle the complexity of today's dynamic heterogeneous and ubiquitous systems. The architecture of autonomic systems based on the MAPE-K loop dynamically adapts itself when the context changes. However, decisions within phases of the MAPE-K loop must be taken and therefore fit a suitable architecture. Ongoing researches take decisions upon context changes of the system and are a well studied topic in different fields, however, most of them use predefined decisions which do not cover all the contextual changes or decisions which support only a very specific type of application. In this work we propose an approach dealing with the decisions that must be taken within MAPE-K loop for system adaptation, in the context of autonomic computing. An exceptional architectural configuration of systems relies on consistent decisions taken by the analysis, planning and execution phases of the aforementioned loop. Autonomic systems undergo dynamic environment changes and therefore decisions lead the architectural configuration of the system to success or failure.
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