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Percolation of heterogeneous flows uncovers the bottlenecks of infrastructure networks
Whether it be the passengers’ mobility demand in transportation systems, or the consumers’ energy demand in power grids, the primary purpose of many infrastructure networks is to best serve this flow demand. In reality, the volume of flow demand fluctuates unevenly across complex networks while simu...
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Published in: | Nature communications 2021-02, Vol.12 (1), p.1254-1254, Article 1254 |
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description | Whether it be the passengers’ mobility demand in transportation systems, or the consumers’ energy demand in power grids, the primary purpose of many infrastructure networks is to best serve this flow demand. In reality, the volume of flow demand fluctuates unevenly across complex networks while simultaneously being hindered by some form of congestion or overload. Nevertheless, there is little known about how the heterogeneity of flow demand influences the network flow dynamics under congestion. To explore this, we introduce a percolation-based network analysis framework underpinned by flow heterogeneity. Thereby, we theoretically identify bottleneck links with guaranteed decisive impact on how flows are passed through the network. The effectiveness of the framework is demonstrated on large-scale real transportation networks, where mitigating the congestion on a small fraction of the links identified as bottlenecks results in a significant network improvement.
Infrastructure networks are characterized by fluctuations of flow demand between different points and temporal congestion or overload on flow pathways. Hamedmoghadam et al. identify congestion bottlenecks in networks relevant to communication, transportation, water supply, and power distribution. |
doi_str_mv | 10.1038/s41467-021-21483-y |
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Infrastructure networks are characterized by fluctuations of flow demand between different points and temporal congestion or overload on flow pathways. 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subjects | 639/166/986 639/766/530/2801 Bottlenecks Congestion Demand Electric power distribution Electric power grids Energy demand Heterogeneity Humanities and Social Sciences Infrastructure multidisciplinary Network analysis Overloading Percolation Power consumption Science Science (multidisciplinary) Transportation networks Transportation systems Water supply |
title | Percolation of heterogeneous flows uncovers the bottlenecks of infrastructure networks |
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