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Clustering analysis of water distribution systems: identifying critical components and community impacts

机译:水分配系统的聚类分析:识别关键组件和社区影响

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摘要

Large water distribution systems (WDSs) are networks with both topological and behavioural complexity. Thereby, it is usually difficult to identify the key features of the properties of the system, and subsequently all the critical components within the system for a given purpose of design or control. One way is, however, to more explicitly visualize the network structure and interactions between components by dividing a WDS into a number of clusters (subsystems). Accordingly, this paper introduces a clustering strategy that decomposes WDSs into clusters with stronger internal connections than external connections. The detected cluster layout is very similar to the community structure of the served urban area. As WDSs may expand along with urban development in a community-by-community manner, the correspondingly formed distribution clusters may reveal some crucial configurations of WDSs. For verification, the method is applied to identify all the critical links during firefighting for the vulnerability analysis of a real-world WDS. Moreover, both the most critical pipes and clusters are addressed, given the consequences of pipe failure. Compared with the enumeration method, the method used in this study identifies the same group of the most critical components, and provides similar criticality prioritizations of them in a more computationally efficient time.
机译:大型配水系统(WDS)是具有拓扑和行为复杂性的网络。因此,通常难以识别系统的性质的关键特征,并且随后为设计或控制的给定目的而后的所有关键组件。然而,一种方式是通过将WDS分成多个簇(子系统)来更明确地明确地明确地可视化网络结构和组件之间的交互。因此,本文介绍了一种聚类策略,该策略将WDS分解为具有更强的内部连接的群集而不是外部连接。检测到的集群布局与服务城市地区的社区结构非常相似。由于WDSS可以以社区通过社区方式扩展城市发展,相应形成的分销集群可能揭示WDS的一些重要配置。为了验证,应用该方法以确定消防期间的所有关键链接,用于实现现实世界WDS的漏洞分析。此外,鉴于管道故障的后果,解决了最关键的管道和集群。与枚举方法相比,本研究中使用的方法识别相同组最关键的组件,并在更改有效的时间内提供它们的相似临界优先级。

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