实现QoS管理的自管理控制系统的多模型框架

Tharindu Patikirikorala, A. Colman, Jun Han, Liuping Wang
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引用次数: 59

摘要

为了在日益复杂的软件系统中提供QoS保证,提出了许多基于控制理论的方法。这些方法通常使用基于单一模型、固定或自适应的控制技术对此类系统进行QoS管理。然而,由于不同的系统动态和不可预测的环境变化,很难设计一个单一的模型或控制器来实现这些系统的所有操作区域所需的QoS性能。在本文中,我们提出了一个多模型框架来捕捉软件系统的多模型特性,并为它们实现自我管理控制系统。引入了一个参考模型和可扩展的类库来实现这种自管理控制系统。通过一系列实验验证了所提出的方法,并将其与固定和自适应控制方案进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A multi-model framework to implement self-managing control systems for QoS management
Many control theory based approaches have been proposed to provide QoS assurance in increasingly complex software systems. These approaches generally use single model based, fixed or adaptive control techniques for QoS management of such systems. With varying system dynamics and unpredictable environmental changes, however, it is difficult to design a single model or controller to achieve the desired QoS performance across all the operating regions of these systems. In this paper, we propose a multi-model framework to capture the multi-model nature of software systems and implement self-managing control systems for them. A reference-model and extendable class library are introduced to implement such self-managing control systems. The proposed approach is also validated and compared to fixed and adaptive control schemes through a range of experiments.
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