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Cluster-and-connect: A more realistic model for the electric power network topology

机译:集群连接:更现实的电力网络拓扑模型

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Generating synthetic network graphs that capture key topological and electrical characteristics of real-world electric power systems is important in aiding widespread and accurate analysis of these systems. Classical statistical models of graphs, such as small-world networks or Erdos-Renyi graphs, are unable to generate synthetic graphs that accurately represent the topology of real electric power networks - they do not appropriately capture the highly dense local connectivity and clustering as well as sparse long-haul links observed in electric power network graphs. This paper presents a model that parametrizes these unique topological properties of electric power networks and introduces a new Cluster-and-Connect algorithm to generate synthetic networks using these parameters. Using a uniform set of metrics proposed in the literature, the accuracy of the proposed model is evaluated by comparing the synthetic models generated for specific real electric power network graphs.
机译:生成捕获现实世界电力系统关键拓扑和电气特性的合成网络图对于帮助广泛,准确地分析这些系统非常重要。图的经典统计模型,例如小世界网络或Erdos-Renyi图,无法生成能够准确表示真实电力网络拓扑的合成图-它们无法适当地捕获高度密集的本地连接和聚类,以及在电力网络图中观察到的稀疏远程链路。本文提出了一个模型,该模型对电力网络的这些独特拓扑特性进行了参数化,并介绍了一种新的“聚簇连接”算法,可以使用这些参数来生成综合网络。使用文献中提出的一套统一的度量标准,通过比较为特定的实际电力网络图生成的综合模型来评估提出的模型的准确性。

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