A Dynamic Complex Event Processing Architecture for Cloud Monitoring and Analysis

Afef Mdhaffar, Riadh Ben Halima, M. Jmaiel, Bernd Freisleben
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引用次数: 17

Abstract

Cloud monitoring and analysis are challenging tasks that have recently been addressed by Complex Event Processing (CEP) techniques. CEP systems can process many incoming event streams and execute continuously running queries to analyze the behavior of a Cloud. Based on a Cloud performance monitoring and analysis use case, this paper experimentally evaluates different CEP architectures in terms of precision, recall and other performance indicators. The results of the experimental comparison are used to propose a novel dynamic CEP architecture for Cloud monitoring and analysis. The novel dynamic CEP architecture is designed to dynamically switch between different centralized and distributed CEP architectures depending on the current machine load and network traffic conditions in the observed Cloud environment.
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一种用于云监测和分析的动态复杂事件处理体系结构
云监控和分析是最近由复杂事件处理(CEP)技术解决的具有挑战性的任务。CEP系统可以处理许多传入的事件流,并执行连续运行的查询来分析云的行为。基于一个云性能监控和分析用例,本文在精度、召回率和其他性能指标方面对不同的CEP架构进行了实验评估。利用实验对比的结果,提出了一种新的用于云监测和分析的动态CEP架构。这种新颖的动态CEP架构可以根据观察到的云环境中当前的机器负载和网络流量情况,在不同的集中式和分布式CEP架构之间动态切换。
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