基于马尔可夫决策过程的面向服务体系结构恢复策略建模

Dongeun Lee, Heonshik Shin, Eunjeong Park
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引用次数: 1

摘要

面向服务的体系结构(SOA)需要容错实现,因为服务的异构特性很可能导致错误和失败。针对执行错误的运行时重组和异常处理策略,我们提出了一个使用马尔可夫决策过程(MDP)的SOA恢复模型。各种“服务质量”(QoS)标准和可能的恢复策略可以纳入我们的模型以确定最优策略,这需要在服务选择中进行成本优化。我们将展示如何将典型的SOA场景转换为我们的模型,以及如何确定最佳策略。分析结果表明,与只考虑服务成本相比,我们的方法是有用的。我们还分析了选择最优策略的基本原理。
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Modeling Recovery Strategies in Service-Oriented Architecture Using a Markov Decision Process
Service-oriented architecture (SOA) requires fault-tolerant implementation because the heterogeneous nature of services is likely to cause faults and failures. Focusing on the runtime re-composition and exception handling strategies for execution faults, we propose a recovery model in SOA using a Markov decision process (MDP). Various ¡®quality of service' (QoS) criteria and possible recovery strategies can be incorporated into our model to determine the optimal policy, which entails cost optimization in service selection. We show how a typical SOA scenario can be translated into our model and how an optimal policy can be determined. Analytical results reveal the usefulness of our approach as compared to sole consideration of service cost. We also analyze the rationale for the selection of the optimal policy.
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