基于动态规划的模型驱动QoS管理

A. Akzhalova, M. Gani, I. Poernomo
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引用次数: 2

摘要

自我修复系统能够在运行时改变其行为以满足目标约束。一个重要的研究问题是服务质量模型如何使自修复系统成为可能。本文为面向服务的体系结构提供了一个解决方案。面向服务的体系结构(soa)由一组独立的计算服务组成,服务之间的通信通过外部编排进行管理和维护。我们采用动态规划(最优控制理论的一种形式)来重新配置SOA编排。当业务流程上的性能约束——全局服务水平协议(SLA)——被违反时,将发生重新配置。目前,重新配置的形式可能是对提供相同功能但性能更好的服务的调用进行重定向和负载平衡。Poernomo和Akzhalova先前的实验涉及应用最优控制理论来确定单个服务的重新配置策略。本文提出了一个显著的改进,因为我们现在考虑了服务的整个编排。此外,通过利用动态规划,我们的新方法具有从给定的离散选择集确定适应策略的优势。
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Model driven QoS management via dynamic programming
Self-healing systems are capable of changing their behavior at runtime to meet target constraints. An important research question is how quality of service models can enabled self-healing systems. This paper presents a solution to the problem for service-oriented architectures. Service-oriented architectures (SOAs) consist of a group of independent computational services, with communication between services being managed and maintained via external orchestration. We employ dynamic programming, a form of optimal control theory, to reconfigure SOA orchestration. Reconfiguration occurs when a performance constraint over the orchestration ­ a global service level agreement (SLA) ­ is violated. Currently, reconfiguration may take the form of re-directing and load-balancing of calls to services that offer equivalent functionality, but better performance. Previous experiments by Poernomo and Akzhalova involved application of optimal control theory to determine reconfiguration policies for a single service. This paper presents a significant improvement, as we now consider entire orchestrations of services. Furthermore, by utilizing dynamic programming, our new approach has the advantage of determining adaptation policies from a given discrete set of choices.
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