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Real-time Grid monitoring based on complex event processing

机译:基于复杂事件处理的实时网格监控

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摘要

Monitoring systems in Grid infrastructures typically collect and aggregate data originating in distributed agents and store it in global, periodically refreshed repositories. However, in some scenarios access to real-time streams of monitoring information, rather than persistent data sets, would be beneficial. In this paper, we evaluate the Complex Event Processing (CEP) approach applied to real-time Grid monitoring and argue that CEP enables us to achieve two goals, otherwise difficult to combine: real-time access to monitoring data and advanced query capabilities. Monitoring for the purpose of dynamic allocation of Grid resources serves as a case study to demonstrate powerful real-time query capabilities provided by CEP. In addition, we show how to employ CEP for data reduction. For practical verification of our solution, a CEP-based Grid monitoring infrastructure, GEMINI2, has been developed. We have measured the overhead due to CEP-based monitoring and conclude that real-time Grid monitoring is possible without excessive intrusiveness for resources and network.
机译:Grid基础结构中的监视系统通常会收集和聚合源自分布式代理的数据,并将其存储在定期刷新的全局存储库中。但是,在某些情况下,访问监视信息的实时流而不是持久性数据集将是有益的。在本文中,我们评估了应用于实时网格监视的复杂事件处理(CEP)方法,并认为CEP使我们能够实现两个目标,否则难以结合:实时访问监视数据和高级查询功能。为动态分配网格资源而进行的监视是一个案例研究,以演示CEP提供的强大的实时查询功能。此外,我们展示了如何使用CEP进行数据缩减。为了实际验证我们的解决方案,已经开发了基于CEP的网格监控基础设施GEMINI2。我们已经测量了基于CEP的监视带来的开销,并得出结论,实时Grid监视是可能的,而不会对资源和网络造成过多的干扰。

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