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An Ant Foraging Behavior Approach to Condition Monitoring of Power Generation Plants

机译:一种蚂蚁觅食行为的发电厂状态监测方法

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In this paper, a novel approach based on ant foraging behavior is proposed for condition monitoring of power generation plants. Large systems can be considered as a collection of interconnected elements that communicate with each other through physical interactions. Thus, the behavior of an element can be seen in the behavior of other elements. In this work, we propose a condition monitoring approach based on ant foraging behavior and apply it to a power generation plant. First, the algorithm extracts the intrinsic communication topology of the system. The structure of this communication topology reflects the behavior of the system's elements as well as environmental effects and thus captures aspects of the system's operational state. We then employ graph similarity measures to quantify changes in the communication topology which is used for identifying the operational state of the power plant and detecting the change points in plant's state.
机译:本文提出了一种基于蚂蚁觅食行为的新方法,用于发电厂的状态监测。大型系统可以看作是相互连接的元素的集合,这些元素通过物理交互相互通信。因此,可以从其他元素的行为中看出一个元素的行为。在这项工作中,我们提出了一种基于蚂蚁觅食行为的状态监测方法,并将其应用于发电厂。首先,该算法提取系统的固有通信拓扑。该通信拓扑的结构反映了系统元素的行为以及环境影响,因此捕获了系统运行状态的各个方面。然后,我们采用图相似性度量来量化通信拓扑中的变化,该通信拓扑用于标识发电厂的运行状态并检测发电厂状态中的变化点。

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