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Transport collapse in dynamically evolving networks
Geoffroy Berthelot1,2, Liubov Tupikina3,4,5, Min-Yeong Kang6
1Institut National du Sport, de l'Expertise et de la Performance (INSEP), Paris 75012, France.
Journal of the Royal Society, Interface
|March 22, 2023
Summary
The distance between source and drain nodes and source node degree impact transport collapse time in complex networks. Scale-free networks are more robust with direct links, especially under random failures.
Area of Science:
- Complex networks
- Network science
- Transport phenomena
Background:
- Transport processes in biological, societal, and technological systems are modeled using complex networks.
- The impact of source-drain node properties on network transport robustness under failures or attacks is not well understood.
Purpose of the Study:
- To investigate how source-drain distance and source node degree influence transport collapse time in scale-free and lattice networks.
- To evaluate the effectiveness of different link removal strategies (transport-based vs. random) on network stability.
Main Methods:
- Numerical evaluation of transport collapse time in scale-free and lattice networks.
- Simulation of random and transport-based link removal strategies.
- Analysis of network properties like node degree and inter-node distance.
Main Results:
- Scale-free networks with shorter source-drain distances exhibit longer transport collapse times.
- Network dimension and boundary conditions significantly affect collapse time in lattice networks.
- A direct link between source and drain enhances scale-free network robustness against random link removals.
Conclusions:
- Source-drain node properties and network topology critically influence transport robustness.
- Direct source-drain links improve resilience in scale-free networks, altering collapse time distributions.
- Findings offer insights for optimizing network design and maintenance for reliable transport.
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