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Foundations for Streaming Model Transformations by Complex Event Processing

机译:通过复杂事件处理进行流模型转换的基础

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摘要

Streaming model transformations represent a novel class of transformations to manipulate models whose elements are continuously produced or modified in high volume and with rapid rate of change. Executing streaming transformations requires efficient techniques to recognize activated transformation rules over a live model and a potentially infinite stream of events. In this paper, we propose foundations of streaming model transformations by innovatively integrating incremental model query, complex event processing (CEP) and reactive (event-driven) transformation techniques. Complex event processing allows to identify relevant patterns and sequences of events over an event stream. Our approach enables event streams to include model change events which are automatically and continuously populated by incremental model queries. Furthermore, a reactive rule engine carries out transformations on identified complex event patterns. We provide an integrated domain-specific language with precise semantics for capturing complex event patterns and streaming transformations together with an execution engine, all of which is now part of the Viatra reactive transformation framework. We demonstrate the feasibility of our approach with two case studies: one in an advanced model engineering workflow; and one in the context of on-the-fly gesture recognition.
机译:流模型转换代表一类新颖的转换,用于处理模型,这些模型的元素不断大量生产或修改,并且变化速度很快。执行流转换需要有效的技术来识别实时模型和可能无限的事件流上的激活转换规则。在本文中,我们通过创新地集成增量模型查询,复杂事件处理(CEP)和反应式(事件驱动)转换技术,为流模型转换提供了基础。复杂的事件处理允许识别事件流上事件的相关模式和顺序。我们的方法使事件流能够包含由增量模型查询自动连续填充的模型更改事件。此外,反应式规则引擎对已识别的复杂事件模式进行转换。我们提供具有精确语义的集成特定于领域的语言,用于捕获复杂的事件模式和流转换以及执行引擎,所有这些现在都已成为Viatra反应转换框架的一部分。我们通过两个案例研究证明了我们的方法的可行性:一个是高级模型工程工作流程;另一个是高级模型工程工作流程。一种是即时手势识别。

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