The concentration of edge betweenness in the evolution of planar graphs and street networks

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-02-28 DOI:10.1093/comnet/cnad004
J A Pichardo-Corpus
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Abstract

The centrality measures of the nodes and edges of the street networks are related to various urban phenomena. In particular, betweenness centrality correlates with the spatial distribution of economic activities, the levels of congestion, and the structural changes in cities. In this work, we study how betweenness tends to concentrate in a small set of edges and develop a model to analyse this concentration throughout the growth of graphs. We show that random planar graphs tend to betweenness concentration as the number of nodes increases. The evolution of Paris and Tijuana street networks shows the same behaviour but at a higher rate. A set of 300 street networks worldwide follows a similar relationship between the number of nodes and the betweenness concentration. We find a significant correlation between congestion ranks and betweenness concentration.
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平面图形和街道网络演化过程中边缘间的集中
街道网络的节点和边缘的中心性度量与各种城市现象有关。特别是,介数中心性与经济活动的空间分布、拥堵程度和城市结构变化相关。在这项工作中,我们研究了介数如何集中在一小组边上,并开发了一个模型来分析图的整个增长过程中的这种集中。我们证明了随机平面图随着节点数量的增加而趋于介数集中。巴黎和蒂华纳街道网络的演变显示出相同的行为,但速度更高。全球300个街道网络在节点数量和介数集中之间遵循类似的关系。我们发现拥堵等级与介数集中度之间存在显著相关性。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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