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An Intelligent Complex Event Processing with.. Numbers under Fuzzy Environment

机译:模糊环境下具有数字的智能复杂事件处理

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摘要

Efficient matching of incoming mass events to persistent queries is fundamental to complex event processing systems. Event matching based on pattern rule is an important feature of complex event processing engine. However, the intrinsic uncertainty in pattern rules which are predecided by experts increases the difficulties of effective complex event processing. It inevitably involves various types of the intrinsic uncertainty, such as imprecision, fuzziness, and incompleteness, due to the inability of human beings subjective judgment. Nevertheless, D numbers is a new mathematic tool to model uncertainty, since it ignores the condition that elements on the frame must be mutually exclusive. To address the above issues, an intelligent complex event processing method with D numbers under fuzzy environment is proposed based on the Technique for Order Preferences by Similarity to an Ideal Solution (TOPSIS) method. The novel method can fully support decision making in complex event processing systems. Finally, a numerical example is provided to evaluate the efficiency of the proposed method.
机译:有效地将传入的大量事件与持久查询进行匹配是复杂事件处理系统的基础。基于模式规则的事件匹配是复杂事件处理引擎的重要特征。但是,由专家确定的模式规则的内在不确定性增加了有效复杂事件处理的难度。由于人类无法进行主观判断,因此不可避免地涉及各种类型的内在不确定性,例如不精确,模糊不清和不完整。不过,D数是一种用于建模不确定性的新数学工具,因为它忽略了框架中的元素必须互斥的条件。针对上述问题,提出了一种基于“与理想解相似度的订单偏好技术”的模糊环境下具有D数的智能复杂事件处理方法。该新方法可以完全支持复杂事件处理系统中的决策。最后,提供了一个数值例子来评估所提方法的效率。

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  • 来源
    《Mathematical Problems in Engineering》 |2016年第9期|3713518.1-3713518.10|共10页
  • 作者

    Xiao Fuyuan;

  • 作者单位

    Southwest Univ, Sch Comp & Informat Sci, Chongqing 400715, Peoples R China;

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  • 正文语种 eng
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