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Quality-Aware Runtime Adaptation in Complex Event Processing

机译:复杂事件处理中的质量感知运行时适应

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摘要

Complex event processing (CEP) is a fundamental paradigm for a software system to self-adapt to environmental changes. CEP provides efficient means to detect (complex) events corresponding to environmental changes by performing a realtime analysis on many, possibly heterogeneous, data sources. The way current CEP systems detect events is determined at design time without accounting for dynamic changes of the environment monitored by the CEP system. This can lead to situations where the performance, quality and reliability of event detection significantly drop (e.g., due to mobility) since initial assumptions of the environment are violated or stated too general. In this paper, we propose AdaptiveCEP, a CEP system that is able to self-adapt to detected changes in environmental conditions. We propose a CEP query language that allows specifying changes in the behavior of the CEP system and its mechanisms in detecting events dependent on environmental conditions. This way, AdaptiveCEP can select the best-suited configurations for given quality demands. In our evaluation, we show by means of a reference concept how the flexibility exposed by the query language helps to achieve significant performance gains.
机译:复杂的事件处理(CEP)是一种用于自适应环境变化的软件系统的基本范式。 CEP提供有效的方法来通过对许多,可能异构的数据来源进行实时分析来检测与环境变化相对应的事件。当前CEP系统检测事件的方式在设计时间确定,而无需考虑CEP系统监视环境的动态变化。这可能导致事件检测的性能,质量和可靠性显着下降(例如,由于环境的初始假设侵犯或表示过于笼统。在本文中,我们提出了一种能够自适应检测到环境条件的变化的CEP系统。我们提出了一种CEP查询语言,允许指定CEP系统行为的变化及其在检测依赖环境条件的事件时的机制。这样,Adaptivep可以选择提供质量要求的最适合配置。在我们的评估中,我们通过参考概念展示了查询语言暴露的灵活性有助于实现显着性能收益。

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