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网络演化中的效率与收缩。

Efficiency and shrinking in evolving networks.

机构信息

1 NORDITA, Stockholm University , Roslagstullsbacken 23, SE-106 91 Stockholm , Sweden.

2 Dipartimento di Fisica , Universita degli Studi di Milano, via Celoria 16, Milano 20133 , Italy.

出版信息

J R Soc Interface. 2019 May 31;16(154):20190101. doi: 10.1098/rsif.2019.0101.

DOI:10.1098/rsif.2019.0101
PMID:31039692
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6544881/
Abstract

Characterizing the spatio-temporal evolution of networks is a central topic in many disciplines. While network expansion has been studied thoroughly, less is known about how empirical networks behave when shrinking. For transportation networks, this is especially relevant on account of their connection with the socio-economical substrate, and we focus here on the evolution of the French railway network from its birth in 1840 to 2000, in relation to the country's demographic dynamics. The network evolved in parallel with technology (e.g. faster trains) and under strong constraints, such as preserving a good population coverage and balancing cost and efficiency. We show that the shrinking phase that started in 1930 decreased the total length of the network while preserving efficiency and population coverage: efficiency and robustness remained remarkably constant while the total length of the network shrank by 50% between 1930 and 2000, and the total travel time and time-diameter decreased by more than 75% during the same period. Moreover, shrinking the network did not affect the overall accessibility with an average travel time that decreases steadily since its formation. This evolution leads naturally to an increase in transportation multimodality (such as a massive use of cars) and shows the importance of considering together transportation modes acting at different spatial scales. More generally, our results suggest that shrinking is not necessarily associated with a decay in performance and functions but can be beneficial in terms of design goals and can be part of the natural evolution of an adaptive network.

摘要

描述网络的时空演化是许多学科的一个核心主题。虽然网络的扩展已经得到了深入研究,但对于实证网络在收缩时的行为却知之甚少。对于交通网络来说,这一点尤其重要,因为它们与社会经济基础有关,我们在这里关注的是法国铁路网络从 1840 年诞生到 2000 年的演变,以及与该国人口动态的关系。该网络的发展与技术(例如更快的火车)并行,并受到强烈的约束,例如保持良好的人口覆盖和平衡成本和效率。我们表明,始于 1930 年的收缩阶段减少了网络的总长度,同时保持了效率和人口覆盖:效率和鲁棒性保持着显著的稳定性,而网络的总长度在 1930 年至 2000 年间收缩了 50%,总旅行时间和时间直径在同一时期减少了 75%以上。此外,收缩网络并没有影响整体可达性,平均旅行时间自形成以来一直在稳步下降。这种演变自然而然地导致了交通多式联运(如大量使用汽车)的增加,并显示了考虑在不同空间尺度上运作的运输模式的重要性。更一般地说,我们的研究结果表明,收缩不一定与性能和功能的下降有关,而是可以在设计目标方面带来好处,并可能成为自适应网络自然演变的一部分。