Structural Analysis of Iran Railway Network based on Complex Network Theory

Melika Mosayyebi, Hadi Shakibian, R. Azmi
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引用次数: 1

Abstract

In this paper, the Iran railway network has been analyzed based on structural properties and vulnerabilities. To do this, more than 400 cities have been extracted from Iran railway information and the network has been constructed accordingly. Then, multiple structural properties of the network have been investigated including degree distribution, betweenness, clustering coefficient, and distance distribution. Finally, the network reliability has been studied intensively using random as well as adversarial attacks. According to the calculations, the average degree of the nodes is about 2 and the average shortest path length is about 40. Thus the network would require a structural optimization to improve the economic benefits. Also, according to the attacks made on the nodes, the global efficiency of the network will be dropped more rapidly using the maximum-betweenness attack. Moreover, only small parts of the network could keep their functionality as the size of the giant component is decreased very sharply when less than 20% nodes are removed from the network randomly or intentionally.
基于复杂网络理论的伊朗铁路网结构分析
本文对伊朗铁路网的结构特性和脆弱性进行了分析。为此,从伊朗铁路信息中提取了400多个城市,并相应地构建了网络。然后,研究了网络的度分布、间距分布、聚类系数和距离分布等多种结构特性。最后,利用随机攻击和对抗性攻击对网络可靠性进行了深入研究。根据计算,节点的平均度约为2,平均最短路径长度约为40。因此,需要对网络进行结构优化,以提高经济效益。此外,根据对节点的攻击,使用最大间距攻击会更快地降低网络的全局效率。此外,当随机或故意从网络中删除不到20%的节点时,只有一小部分网络可以保持其功能,因为巨型组件的大小会急剧减少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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