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A Hybrid Rule-Based/Case-Based Reasoning Approach for Service Fault Diagnosis

机译:基于混合规则/案例的服务故障诊断推理方法

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In today's service market the provisioning of high quality services has become a critical issue for providers as the business success of their customers is often based on the well functioning of these subscribed services. Besides a proper service configuration an efficient fault management needs to be in place. Requirements for such a fault management are the timely resolution of problems affecting the service quality and a reasonable balance between the fault management effort and the costs saved by preventing service level agreement violations. In order to fulfill these requirements we propose the adaptation of event correlation techniques which have already proven to be useful in the area of network and systems management Our hybrid architecture consists of a rule-based reasoning module, whose rules are derived from a modeling of services and underlying infrastructure, and a case-based reasoning module. Due to the complexity of today's service provisioning we use the latter one to collect cases that cannot be covered by the rules so far. The experience gained from the cases is used to improve the modeling and therefore to improve the rules. We use a service provisioning scenario at a large IT service provider to show the applicability of our approach.
机译:在当今的服务市场中,提供高质量服务的供应已成为提供商的关键问题,因为客户的业务成功往往基于这些订阅服务的良好运作。除了适当的服务配置外,还需要到位有效的故障管理。对这种故障管理的要求是及时解决影响服务质量的问题以及故障管理工作之间的合理平衡和通过防止服务级别协议违规而节省的成本。为了满足这些要求,我们提出了在网络和系统管理领域已经证明的事件相关技术的适应,我们的混合架构由基于规则的推理模块组成,其规则来自服务的建模和基础设施的基础设施,以及基于案例的推理模块。由于当今服务供应的复杂性,我们使用后者收集到目前为止规则不能被规则所涵盖的案例。案件中获得的经验用于改进建模,从而改善规则。我们在大型IT服务提供商使用服务供应方案,以显示我们的方法的适用性。

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