Reconstructing functional networks of air transport delay propagations with minimal information

IF 3.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Physica A: Statistical Mechanics and its Applications Pub Date : 2025-02-01 Epub Date: 2024-12-29 DOI:10.1016/j.physa.2024.130318
Massimiliano Zanin
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Abstract

In the last decade, statistical physics has joined the effort of the scientific community in the endeavour of understanding the structure and dynamics of air transport delay propagation, especially through the reconstruction and analysis of functional networks. While being a powerful instrument, such networks rely on the availability of large quantities of real data, and can only be used to describe historical dynamics. This contribution presents an alternative way of analysing public delay data, based on minimal information and a set of hypotheses about why and where observed delays had to be generated. We show how this analysis allows recovering known behaviours of the system, as the dependence of delays on the saturation of the arrival airport; but also how local and network propagation patterns can be detected ahead of time.
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基于最小信息的航空运输延迟传播函数网络重构
在过去的十年中,统计物理学加入了科学界的努力,致力于理解航空运输延迟传播的结构和动力学,特别是通过对功能网络的重建和分析。虽然是一种强大的工具,但这种网络依赖于大量真实数据的可用性,并且只能用于描述历史动态。这一贡献提出了一种分析公共延误数据的替代方法,该方法基于最少的信息和一组关于为什么和在哪里必须产生观察到的延误的假设。我们展示了这种分析如何允许恢复系统的已知行为,作为延迟对到达机场饱和的依赖;以及如何提前检测本地和网络传播模式。
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来源期刊
CiteScore
7.20
自引率
9.10%
发文量
852
审稿时长
6.6 months
期刊介绍: Physica A: Statistical Mechanics and its Applications Recognized by the European Physical Society Physica A publishes research in the field of statistical mechanics and its applications. Statistical mechanics sets out to explain the behaviour of macroscopic systems by studying the statistical properties of their microscopic constituents. Applications of the techniques of statistical mechanics are widespread, and include: applications to physical systems such as solids, liquids and gases; applications to chemical and biological systems (colloids, interfaces, complex fluids, polymers and biopolymers, cell physics); and other interdisciplinary applications to for instance biological, economical and sociological systems.
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